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
11,100
11,101
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Architect, software or solutions
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
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
6
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
52,000
Yes
Bash/Shell (all shells);C;Go;JavaScript;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);Elixir;Go;Lua;Python;Ruby;Rust
Bash/Shell (all shells);Go;Python;Rust
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
Elasticsearch;PostgreSQL;SQLite
Elasticsearch;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Chocolatey;Digital Ocean;Docker;Homebrew;Kubernetes;Pip
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Homebrew;Kubernetes;Podman;Terraform
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Homebrew;Kubernetes
NA NA
No
null
null
null
NA NA
Yes
Neovim;Notepad++;RustRover;Sublime Text;Vim;Visual Studio Code;Zed
Claude Code;Neovim;RustRover;Visual Studio Code;Zed
Neovim;RustRover;Visual Studio Code;Zed
NA NA
uv
uv
uv
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Debian
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Jira;Notion;Obsidian;Wikis
GitHub;Notion;Obsidian
GitHub;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Bluesky;YouTube;Twitch
Discord;YouTube
Discord;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
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;Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Imagination, Reasoning, Intuition
70,794
null
11,101
11,102
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
None of the above
32
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
40
Developer, embedded applications or devices
null
null
null
No
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Manufacturing
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Hungary
HUF Hungarian forint
18,000,000
Yes
Bash/Shell (all shells);C;C++;Lua;MicroPython;SQL
Bash/Shell (all shells);C++;MicroPython;R;Rust;SQL
Bash/Shell (all shells);C++;MicroPython;SQL
Structured text (PLC) NA
Yes
InfluxDB;MariaDB;SQLite
InfluxDB;MariaDB;SQLite
InfluxDB;MariaDB;SQLite
NA NA
Yes
Docker;Google Cloud
Docker;Google Cloud
Docker;Google Cloud
NA NA
No
null
null
null
NA NA
Yes
Nano;PyCharm;Visual Studio Code
Nano;PyCharm;Visual Studio Code
Nano;PyCharm;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
Doxygen;GitHub;Google Workspace
Doxygen;GitHub;Google Workspace
Doxygen;GitHub;Google Workspace
ZOHO ZOHO
Stack Overflow;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning
Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
Integrate AI into production
52,050
8
11,102
11,103
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
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
13
Cloud infrastructure engineer
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Security or privacy concerns NA
Media & Advertising Services
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
10
2
Brazil
USD United States dollar
36,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;SQL;TypeScript
Bash/Shell (all shells);C++;Go;JavaScript;Lua;Python;TypeScript
Bash/Shell (all shells);Go;JavaScript;Lua;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;Elasticsearch;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;Redis;SQLite
Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Kubernetes;Make;npm;Pip;pnpm;Poetry;Prometheus;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Datadog;Docker;Firebase;Kubernetes;Make;npm;Prometheus;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Datadog;Docker;Firebase;Kubernetes;Make;npm;Prometheus;Terraform;Vite;Webpack;Yarn
NA NA
Yes
Express;NestJS;Next.js;Node.js;React;WordPress
Express;Next.js;Node.js;React;WordPress
Express;Next.js;Node.js;React;WordPress
NA NA
Yes
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
Clickup;Confluence;GitHub;Jira;Markdown File;Miro;Notion;Obsidian;Wikis
Clickup;GitHub;Markdown File;Miro;Obsidian;Wikis
Clickup;GitHub;Markdown File;Miro;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
null
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Long-form articles;Videos;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
null
Project planning;Writing code;Testing code;Committing and reviewing code
Learning about a codebase;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
Focus, communication, strong base concepts
36,000
7
11,103
11,104
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, full-stack
10,000 or more 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
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
null
null
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Rust;SQL
Rust;SQL
Rust;SQL
NA NA
Yes
Microsoft SQL Server
PostgreSQL;Redis;SQLite
null
NA NA
Yes
Docker;npm;NuGet
Cargo;Docker;Terraform
Docker
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery
Vue.js
null
NA HTMX
Yes
Neovim;Rider;RustRover;Vim;Visual Studio;Visual Studio Code
Neovim;Vim
Neovim;Vim
NA NA
.NET 8 or higher
null
null
null
null
Ubuntu;Android;Arch;NixOS
Windows;Android;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Miro
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
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 (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Direct messaging of users;Job board
Read and/or vote on comments for a Question or Answer I am interested in I never use any feature under this line
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
Other (write in):
I would rather die than vibe code in any professional setting
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
Other (please specify):
All current skills
null
9
11,104
11,105
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
21
Developer, front-end
Less than 20 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
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
8
4
United States of America
USD United States dollar
115,000
Yes
HTML/CSS;JavaScript;Ruby;SQL;TypeScript
HTML/CSS;JavaScript;Python;Ruby;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Ruby;SQL;TypeScript
NA NA
Yes
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
NA NA
Yes
Heroku;Webpack;Yarn
Heroku;Podman;Vite;Webpack;Yarn
Heroku;Webpack;Yarn
NA NA
Yes
Angular;AngularJS;jQuery;Node.js;Ruby on Rails
Angular;Node.js;Ruby on Rails;Axum
Angular;Node.js;Ruby on Rails
NA NA
Yes
Visual Studio Code;WebStorm
Cursor;Visual Studio Code;WebStorm
Visual Studio Code;WebStorm
NA NA
Google Gemini
Ollama
null
null
null
Ubuntu;Fedora
Ubuntu;Pop!_OS
GitHub;Google Workspace;Markdown File;Monday.com;Notion;Trello
GitHub;Google Workspace;Markdown File;Monday.com;Notion;Trello
GitHub;Google Workspace;Markdown File;Monday.com;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
No. I use WebStorm most often in development. So I mostly use AI as an auto-complete. Where I use it most like "vibe coding" is building specs for recently written features, but the specs never make it into GIT without me significantly re-composing them to fit our authoring style, preferred level of simplification, and level of test coverage. I often use AI to basically summarize the manual for me related to specific parts of the code. Or to help with upgrading libraries.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;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 compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
The same skills as today - reading and understanding code, finding root causes to errors, understanding complex manuals, and security in general. I do not see AI tools solving the majority if the difficult tasks in coding in 3 - 5 years, but I do see CEO's learning this lesson the hard way in the next 3 - 5 years. I expect to see the job market contract significantly, then seeing that AI's can't do it yet, and growing again... repeatedly.
115,000
null
11,105
11,106
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Books / Physical media
16
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Media & Advertising Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
75,000
Yes
HTML/CSS;JavaScript;Python;SQL
Go;HTML/CSS;OCaml;Python;Rust;SQL;TypeScript
HTML/CSS;Python;SQL
NA NA
Yes
PostgreSQL;Redis
Neo4J;PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Homebrew;npm;Pip;Poetry;Terraform;Webpack
Amazon Web Services (AWS);Digital Ocean;Homebrew;Kubernetes;npm;Poetry;Terraform;Vite
Amazon Web Services (AWS);Homebrew;npm;Poetry;Terraform
NA NA
Yes
Flask;React
Deno;FastAPI;React;Vue.js
React
NA NA
Yes
Aider;Cursor;PyCharm;RustRover;Visual Studio Code;Windsurf;Zed
Claude Code;Cursor;PyCharm;RustRover
Cursor;PyCharm;RustRover
NA NA
Large Language Model;Google Gemini;Ollama;uv
Large Language Model;Google Gemini;Ollama;uv
Large Language Model;Google Gemini;Ollama;uv
null
null
Windows
MacOS
GitHub;Jira;Markdown File;Obsidian
GitHub;Jira;Markdown File;Obsidian;YouTrack
GitHub;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Job board
Upvote/Downvote Q&A posts NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Project planning
null
Documenting code;Committing and reviewing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, I don't vibe code.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have 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.
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.;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
Redis
null
Ollama
null
null
null
Claude Code;Google Gemini
Junie
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;When I need quick help troubleshooting
null
102,106
3
11,106
11,107
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
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
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
Videos (not associated with specific online course or certification)
4
Developer, back-end
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
21,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;JavaScript;MicroPython;PowerShell;Python;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Yarn
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;React
null
null
NA NA
Yes
Android Studio;Notepad++;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
Large Language Model
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Infrequently, less than once per year
Long-form articles;Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Testing code
Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Predictive analytics;Search for answers;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
No it is not
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
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
Dealing with issues that are not well documented.
28,590
8
11,107
11,108
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
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
17
Developer, embedded applications or devices
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
Connected to an open-source project NA
Prohibitive pricing NA
Computer Systems Design and Services
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
135,000
Yes
Bash/Shell (all shells);C;C++;Groovy;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C;C++;Groovy;Python;SQL
Bash/Shell (all shells);C;C++;Groovy;Python;SQL
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
APT;Docker;Make;Pip;Podman
APT;Make;Ninja;Pip;Podman
APT;Make;Pip;Podman
NA cmake
No
null
null
null
NA NA
Yes
Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
c++23
c++23
c++23
null
null
Windows;Android;Debian;Linux (non-WSL);Fedora
Windows;Ubuntu;Red Hat
Confluence;Doxygen;GitHub;Jira;Markdown File
Doxygen;GitHub;Markdown File
Doxygen;GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Search for answers
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I 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
Critical thinking, software design and work experience.
183,791
8
11,108
11,109
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
27
Developer, full-stack
null
null
null
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
11,109
11,110
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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)
33
Engineering manager
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Media & Advertising Services
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
12
5
United States of America
USD United States dollar
300,000
Yes
Bash/Shell (all shells);C#;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL
MicroPython;R;Rust;Swift
null
NA NA
Yes
Elasticsearch;H2;Microsoft SQL Server;MongoDB;Oracle;PostgreSQL;Redis
Databricks SQL;Dynamodb;Neo4J;Snowflake;Amazon Redshift
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);New Relic;npm;NuGet;Pip
Cloudflare;Splunk;Terraform;Webpack
null
NA NA
Yes
AngularJS;jQuery;Node.js;Spring Boot
Angular;Django;Flask;React
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;Visual Studio Code;WebStorm
Android Studio;Claude Code;RustRover
null
NA NA
null
null
null
null
null
Windows;MacOS;Android;iPadOS
MacOS
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File
Airtable
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
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Effectively translating product owner/business requirements into the proper prompts for AI.
300,000
6
11,110
11,111
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
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);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
10
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Poor usability NA
Media & Advertising Services
Autonomy and trust to manage your own tasks Relaxed working environment
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Denmark
DKK Danish krone
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Lua;PowerShell;Python;SQL
null
null
NA NA
Yes
Cassandra;H2;InfluxDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);npm;NuGet;Pip;Yarn
null
null
NA NA
Yes
Angular;jQuery;Spring Boot;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Vim;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Writing code
Project planning;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;Learning new concepts or technologies;Other (write in):
Debugging or fixing code
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
11,111
11,112
I am a developer by profession
25-34 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Online Courses or Certification (includes all media types);Blogs or podcasts
15
Developer, front-end
null
null
null
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
7
4
Brazil
USD United States dollar
96,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu;Android
MacOS
Confluence;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Job board
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
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;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
Yes, but for sort tasks
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Decision intelligence
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
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
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
ChatGPT;Claude Code;GitHub Copilot;v0.dev
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Basic software development concepts
96,000
8
11,112
11,113
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
18
Academic researcher
5,000 to 9,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
5
4
Germany
EUR European Euro
71,200
Yes
Bash/Shell (all shells);Fortran;Lua;Python
Bash/Shell (all shells);Lua;Python;Rust
Bash/Shell (all shells);Lua;Python
typst NA
No
null
null
null
NA NA
Yes
Docker;Make;Poetry
Docker;Make
Docker;Make
uv NA
No
null
null
null
NA NA
Yes
Aider;Neovim
Aider;Neovim
Aider;Neovim
NA NA
Polars;uv
Polars;uv
Polars;uv
null
null
Arch
Fedora
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News
Stack Overflow;Stack Exchange;Reddit;Hacker News
Stack Overflow;Stack Exchange;Reddit;Hacker News
NA NA
Yes
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Creating or maintaining documentation
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
No, but my development work has changed somewhat due to non-AI factors
Data and analytics
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved 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 helped me solve complex problems more effectively.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
avante.nvim
null
avante.nvim
null
null
ChatGPT;Claude Code;Google Gemini
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
82,602
null
11,113
11,114
I used to be a developer by profession, but no longer am
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Developer, full-stack
null
null
null
null
Personal Project
Costs are manageable NA
Security or privacy concerns NA
null
null
I'm not sure
null
null
null
Slovakia
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;F#;Go;Java;JavaScript;Kotlin;Lua;OCaml;Python;Rust;Scala;TypeScript;Zig
Bash/Shell (all shells);C#;F#;Kotlin
Bash/Shell (all shells);C#;F#;Kotlin
NA NA
Yes
MariaDB;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite
NA NA
Yes
Bun;Cargo;Cloudflare;Docker;Gradle;NuGet;Pacman;pnpm
Cargo;Cloudflare;Docker;Gradle;Kubernetes;NuGet;Pacman
Cargo;Cloudflare;Docker;Gradle;NuGet;Pacman
NA NA
Yes
ASP.NET Core;Astro;Blazor;Node.js;Svelte;Axum
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
No
null
null
null
NA NA
.NET 8 or higher;Shadcn/ui
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher
null
null
Arch
Arch
GitHub
null
null
ForgeJo NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
11,114
11,115
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
23
Developer, game or graphics
null
null
null
No
Personal Project
Reputation for quality Does not contain AI Agents or integration
Other (please specify): Contains AI Agents or integration
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
null
Yes
C++
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
Windows
Windows
GitHub;Trello;Wikis
GitHub;Trello;Wikis
GitHub;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Videos
Directly open a Q&A post via search, documentation or a peer NA
Neutral
More than half the time
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No. I actually code my own solutions.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Reading and Comprehension. As it stands, AI is limiting people's ability to read and comprehend what they are reading as they'll just have the AI read it aloud to them and explain what they are reading in simple five-year-old child terms.
null
10
11,115
11,116
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;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
28
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Ethical concerns NA
Higher Education
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
50
100
United States of America
USD United States dollar
185,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Elixir;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
DuckDB;Dynamodb;Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Supabase;Valkey
DuckDB;Dynamodb;Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Supabase;Valkey
DuckDB;Dynamodb;Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Supabase;Valkey
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;New Relic;npm;Pip;Podman;Prometheus;Supabase;Terraform
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Pip;Prometheus;Supabase
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Pip;Prometheus;Supabase
NA NA
Yes
Angular;AngularJS;Django;FastAPI;Flask;jQuery;Node.js;React
FastAPI;jQuery
FastAPI;jQuery
NA NA
Yes
Vim;Visual Studio Code;Windsurf;Zed
Aider;Cline and/or Roo;Cursor;Vim;Visual Studio Code;Windsurf;Zed
Vim;Visual Studio Code;Windsurf;Zed
NA NA
Pydantic;RAG;Ollama;uv
Pydantic;RAG;Ollama;uv
Pydantic;RAG;Ollama;uv
null
null
Ubuntu
MacOS
Airtable;Confluence;GitHub;Jira;Markdown File;Miro;Obsidian
Airtable;GitHub;Markdown File;Miro;Obsidian
Airtable;GitHub;Markdown File;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation
Search for answers
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I use vibe coding for project on which I don't care about quality or correctness. For "production" code, I don't use vibe coding
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
null
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;supabase;pgvector
null
CrewAI;Ollama;OpenRouter;LangChain
null
Grafana + Prometheus
null
ChatGPT;Replit
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
critical thinking, reasoning, systems thinking, troubleshooting
185,000
6
11,116
11,117
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)
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);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
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
8
Developer, full-stack
10,000 or more 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
11,117
11,118
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
22
Cloud infrastructure engineer
null
null
null
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
7
4
Canada
CAD Canadian dollar
300,000
Yes
Bash/Shell (all shells);HTML/CSS;Python;Scala;TypeScript
Go;HTML/CSS;Python
HTML/CSS;Python
NA NA
Yes
Dynamodb;MongoDB;PostgreSQL;Redis;Supabase
Dynamodb;MongoDB;PostgreSQL;Redis
Dynamodb;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Digital Ocean;Docker;Google Cloud;Pip;Poetry;Webpack
Amazon Web Services (AWS);APT;Docker;Pip;Poetry;Webpack
Amazon Web Services (AWS);APT;Docker;Pip;Poetry;Webpack
uv uv
Yes
Django;Express;FastAPI
Django;FastAPI
Django;FastAPI
NA NA
Yes
Claude Code;Neovim
Claude Code;Cursor;Neovim;Zed
Claude Code;Neovim
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;uv
Tailwind CSS 4;Large Language Model;Pydantic;uv
null
null
Ubuntu;Android;Linux (non-WSL)
Ubuntu;Android;Linux (non-WSL)
GitHub;Google Workspace;Jira;Markdown File;Notion
GitHub;Google Workspace;Jira;Markdown File
GitHub;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask 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;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
Project planning
Deployment and monitoring
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
Nop
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Architecture/Design, Infrastructure/DevOps
218,875
9
11,118
11,119
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
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)
25
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Prohibitive pricing poor/no accessibility
Other:
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
87,500
Yes
HTML/CSS;JavaScript;TypeScript
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;jQuery;React
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;YouTube;LinkedIn;Substack;Medium
null
null
mastodon NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
not currently, although I'd strongly consider using it for prototyping
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.
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
translating high-level product requirements into a concrete design, accessibility
119,124
8
11,119
11,120
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
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts;Stack Overflow or Stack Exchange
14
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Inefficient or time-costly NA
Banking/Financial Services
Collaboration and support from a team NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
2
Switzerland
CHF Swiss franc
150,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;Kotlin;SQL;TypeScript;VBA
Kotlin;SQL
Kotlin;SQL
NA NA
Yes
Elasticsearch;H2;Oracle;SQLite
PostgreSQL
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio Code
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
Windows;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira;Stack Overflow for Teams
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code;Search for answers
Learning about a codebase
Writing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I 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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding customer needs
185,989
7
11,120
11,121
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
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
5
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Recognition from leadership for your work NA
Yes
I have strongly considered changing my career and/or the industry I work in
4
4
Ukraine
USD United States dollar
11,400
Yes
HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Python
null
NA NA
Yes
MySQL
PostgreSQL
null
NA NA
Yes
Cloudflare;Vercel
Docker
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
Yes
Claude Code;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows
GitHub;Jira;Trello
null
null
NA NA
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Committing and reviewing code;Predictive analytics
null
null
Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
House cleaning, persuation
11,400
5
11,121
11,122
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Coding Bootcamp;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
9
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
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
11,122
11,123
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-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
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
40
Developer, full-stack
Less than 20 employees
People manager
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
11,123
11,124
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
10
Academic researcher
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
3
United States of America
USD United States dollar
60,000
Yes
HTML/CSS;JavaScript;PHP;Python;R;SQL;VBA
C++;JavaScript
JavaScript
NA Julia
Yes
Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
null
null
Rstudio NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;LinkedIn;Substack
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Search for answers
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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.;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
Communication, domain expertise (technical or otherwise)
60,000
null
11,124
11,125
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.);Volunteering (regularly)
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
26
Other (please specify):
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
10
10
United States of America
USD United States dollar
75,000
Yes
Assembly;C;C#;C++;Go;MicroPython;Python;Rust;SQL;Visual Basic (.Net)
C;C#;Go;Python;SQL
C;C#;Go;Python;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Microsoft SQL Server;MySQL;PostgreSQL;SQLite;Supabase
Microsoft SQL Server;MySQL;PostgreSQL;SQLite;Supabase
NA NA
Yes
Ansible;APT;Cargo;Datadog;Digital Ocean;Docker;Homebrew;Kubernetes;Ninja;npm;Pip;Podman;Prometheus;Supabase;Yarn
Ansible;APT;Cargo;Digital Ocean;Docker;Homebrew;Ninja;Podman;Prometheus;Supabase
Ansible;APT;Cargo;Digital Ocean;Docker;Homebrew;Ninja;Podman;Prometheus;Supabase
uv uv
Yes
ASP.NET Core;Blazor;Django;FastAPI;Flask;React;Spring Boot
ASP.NET Core;Django;FastAPI;Flask
ASP.NET Core;Django;FastAPI;Flask
tailwind NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Rider;RustRover;Sublime Text
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Rider;RustRover;Sublime Text
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Rider;RustRover;Sublime Text
GoLand GoLand
Tailwind CSS 4;Polars;Pydantic;RAG;uv
Tailwind CSS 4;Polars;Pydantic;RAG;uv
Tailwind CSS 4;Polars;Pydantic;RAG;uv
null
null
MacOS;Ubuntu;Fedora
MacOS;Red Hat
GitHub;Google Colab;Markdown File;Wikis
GitHub;Google Colab;Markdown File;Wikis
GitHub;Google Colab;Markdown File;Wikis
Microsoft OneNote Microsoft OneNote
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
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
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Deployment and monitoring
Learning about a codebase;Writing 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
Documenting code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Business process automation;Data and analytics
Multi-platform search enablement;Vector databases for AI applications
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have improved the quality of my code.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis;ChromaDB;supabase
null
Ollama;LangChain
null
Snyk
null
ChatGPT;Claude Code;GitHub Copilot
JetBrains Junie
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Architecture, Debugging, Configuration, Troubleshooting
75,000
null
11,125
11,126
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.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Data scientist
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
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
11,126
11,127
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
7
Developer, front-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Fintech
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
Iran, Islamic Republic of...
IRR Iranian rial
520,000,000
Yes
Dart;Go;HTML/CSS;JavaScript;TypeScript
Rust
null
NA NA
Yes
Firebase Realtime Database;SQLite;Supabase;Pocketbase
Cassandra;MongoDB;PostgreSQL;Redis
null
NA NA
Yes
Bun;Chocolatey;Docker;Firebase;Gradle;Homebrew;npm;pnpm;Vercel;Vite;Yarn
Terraform
null
NA NA
Yes
Next.js;React
Astro;Svelte;Vue.js
null
NA NA
Yes
Android Studio;Cursor;Visual Studio Code
Lovable.dev
null
NA NA
Tailwind CSS 4;Shadcn/ui
Google Gemini
null
null
null
Windows;Android
Windows;Windows Subsystem for Linux (WSL)
Clickup;GitHub;GitLab;Jira;Miro;Notion;Obsidian;Trello
null
null
NA NA
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
null
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Writing code
null
null
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, to a great extent
null
Agent/multi-agent orchestration
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
Redis;ChromaDB
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;AgentGPT
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 quick help troubleshooting
null
12,344
1
11,127
11,128
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
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I didn't spend time learning in the past year
null
8
Developer, game or graphics
100 to 499 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Other:
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
null
Sweden
SEK Swedish krona
492,000
Yes
C#;Lua
Lua;Python
Lua
NA NA
null
null
null
null
NA NA
null
Microsoft Azure
null
null
NA NA
null
null
null
null
NA NA
null
Notepad++;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows;MacOS
Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion
GitHub;Google Workspace;Jira;Markdown File
GitHub;Google Workspace;Jira;Markdown File
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Job board
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code
null
null
Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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 have ethical or security concerns about code
null
51,572
8
11,128
11,129
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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 media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
9
Data or business analyst
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Other (please specify): Compliance, security and data privacy
Security or privacy concerns NA
Government
Job stability and career growth with a single employer NA
No
I have transitioned into a new career and/or industry voluntarily
10
5
Germany
EUR European Euro
72,000
Yes
HTML/CSS;JavaScript;Lisp;Python;SQL
Assembly;Bash/Shell (all shells);C;Elixir;Lisp;Python;R;Rust;SQL;Zig;Gleam
Lisp;Python;SQL
NA NA
Yes
Microsoft SQL Server;SQLite
DuckDB;Elasticsearch;PostgreSQL;SQLite
SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Polars;Large Language Model;Ollama;uv
Polars;Large Language Model;Pydantic;Ollama;uv
Polars;Large Language Model;Ollama;uv
null
null
MacOS;Ubuntu;iOS;Linux (non-WSL);Arch;Pop!_OS
Windows;MacOS;iPadOS
Confluence;GitHub;GitLab;Jira;Markdown File;Notion;Obsidian
Markdown File
Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
No, not really
About half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Creating or maintaining documentation
null
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, I mainly use use AI to avoid repetitive writing like generating a SQL Query from a Table Definition
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Business process automation;Data and analytics
Multi-platform search enablement;Language processing
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 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
AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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
Ollama
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
Problem solving, dealing with complex documents, dealing with ambiguous input
83,531
7
11,129
11,130
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.)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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
24
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
120,000
Yes
C#;HTML/CSS;JavaScript;PHP
C#;HTML/CSS;JavaScript;PHP
C#;HTML/CSS;JavaScript;PHP
HLSL HLSL
Yes
MySQL
MySQL
MySQL
NA NA
Yes
Composer;npm;Vite
Composer;npm;Vite
Composer;npm;Vite
NA NA
Yes
jQuery;Laravel
jQuery;Laravel
jQuery;Laravel
NA NA
Yes
Notepad++;PhpStorm;Vim;Visual Studio
Notepad++;PhpStorm;Vim;Visual Studio
Notepad++;PhpStorm;Vim;Visual Studio
NA NA
.NET 8 or higher;Tailwind CSS 4;Ollama
.NET 8 or higher;Ollama
.NET 8 or higher;Ollama
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;YouTrack
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models)
Mistral AI models;openAI GPT (chatbot models)
Mistral AI models;openAI GPT (chatbot models)
GitHub Copilot GitHub Copilot
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Project planning;Documenting code;Search for answers;Learning new concepts or technologies
Generating content or synthetic data
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Other (write in):
Uh, 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.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
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
Creativity, an eye for quality, and logical reasoning. AI will not be able to complete "most coding tasks" in 3-5 years, so also all the skills that are currently applicable.
120,000
9
11,130
11,131
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
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)
15
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Media & Advertising Services
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
3
Japan
JPY Japanese yen
5,200,000
Yes
HTML/CSS;PHP;Python;SQL;TypeScript
HTML/CSS;PHP;Python;SQL;TypeScript
HTML/CSS;PHP;Python;SQL;TypeScript
NA NA
Yes
DuckDB;MySQL;PostgreSQL;SQLite;Amazon Redshift
DuckDB;PostgreSQL;SQLite
DuckDB;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;npm;pnpm;Vite
Composer;npm;Vite
Composer;npm;Vite
NA NA
Yes
Astro;Next.js;Node.js;React
FastAPI;Node.js;React;Symfony
Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code;Windsurf
Aider;Claude Code;Cline and/or Roo;Visual Studio Code;Zed
Visual Studio Code
NA NA
Google Gemini
Tailwind CSS 4;Polars;Google Gemini
Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS
GitLab;Google Colab;Google Workspace;Markdown File;Obsidian
Google Workspace;Markdown File
Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;X
Hacker News;Bluesky;X
Hacker News;X
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Coding challenges;Chat (bot/AI)
Use discussion or chat feature NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Testing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Debugging or fixing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
Not currently
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
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.;Write in the most significant challenge if not listed above:
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
35,926
7
11,131
11,132
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
15
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
3
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
11,132
11,133
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.)
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);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 (please specify):
8
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns Overselling
Transportation, or Supply Chain
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
6
null
Czech Republic
CZK Czech koruna
null
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Dynamodb
Dynamodb;Amazon Redshift
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;npm;Vite;Webpack
Amazon Web Services (AWS);Google Cloud;npm;Vite;Webpack
Amazon Web Services (AWS);Google Cloud;npm;Vite;Webpack
NA NA
Yes
Next.js;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
Large Language Model;Amazon Bedrock
Tailwind CSS 4;Large Language Model;Amazon Bedrock
Large Language Model;Amazon Bedrock
null
null
Windows;Android
Windows
Asana
Asana
Asana
NA NA
Company-sponsored forums
Company-sponsored forums
Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Other (write in): Read the best answer, see if it works, be gone
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
No it's not and it will never be.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Soft skills, stakeholders management, gathering requirements and translating them into app, UI design, feedback integration
null
null
11,133
11,134
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Some college/university study without earning a degree
Employed
null
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Games or coding challenges
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
Data or business analyst
I don’t know
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Security or privacy concerns NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
4
10
Canada
CAD Canadian dollar
null
Yes
C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;VBA
null
null
NA NA
Yes
Microsoft Access;Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Microsoft Fabric
null
null
null
null
Windows
null
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
null
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;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;I haven’t encountered any problems
No.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
null
null
null
11,134
11,135
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);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)
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
Connected to an open-source project NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
180,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;Ruby;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MySQL;Redis
MariaDB;PostgreSQL;Redis;SQLite
Redis
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Firebase;npm;Vite;Webpack
Composer;Docker;Firebase;Google Cloud;Vite
Composer;Docker;Firebase;Vite
NA Deno
Yes
Laravel;Nuxt.js;Vue.js
Deno;Laravel;Ruby on Rails;Vue.js
Laravel;Vue.js
NA NA
Yes
Cursor;Visual Studio Code;Zed
PhpStorm;Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Ubuntu;Pop!_OS
Ubuntu;Pop!_OS
Jira
null
null
NA Basecamp
Discord;X;YouTube;LinkedIn
Discord;YouTube;LinkedIn
Discord;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Use discussion or chat feature NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
No, coding isn't something I do.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
The same skills as before. AI helps, but it doesn't yet replace the skills needed.
180,000
2
11,135
11,136
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Games or coding challenges
25
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Prohibitive pricing NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
2
5
Chile
CLP Chilean peso
25,000,000
Yes
Bash/Shell (all shells);C#;C++;GDScript;HTML/CSS;JavaScript;Lua;PHP;PowerShell;Python;Rust;SQL;TypeScript
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
BigQuery;Elasticsearch
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Microsoft Azure;npm;Pip;Vite;Webpack
null
null
NA NA
Yes
Express;jQuery;Next.js;Node.js;React
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;Windsurf
null
null
NA NA
.NET 8 or higher;Large Language Model;Google Gemini
c++23;Tailwind CSS 4;RAG;Ollama
null
null
null
Windows;Android;Linux (non-WSL);ChromeOS
Windows;Android
GitHub;Google Workspace;Microsoft Planner
null
null
Custom systems NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
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
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Documenting code;Testing code;Creating or maintaining documentation
Writing code;Debugging or fixing code
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 daily
Yes, somewhat
Software engineering;Decision intelligence
Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
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
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
Redis
null
null
null
null
null
ChatGPT;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
The ability to view the "big picture" of the business and interact with non technical personal
26,508
6
11,136
11,137
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
10
Academic researcher
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
5
4
France
EUR European Euro
40,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Lisp;Lua;PHP;Python;Rust
Assembly;Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lisp;Lua;Perl;PHP;Python;Rust
Assembly;Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lisp;Lua;PHP;Python;Rust
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
memcached NA
Yes
APT;Cargo;Composer;Docker;Make;Podman;Prometheus;Webpack
APT;Cargo;Composer;Make;Podman;Prometheus
APT;Cargo;Composer;Make;Podman;Prometheus
NA NA
Yes
Svelte
Svelte
Svelte
NA NA
Yes
VSCodium
VSCodium
VSCodium
emacs emacs
null
null
null
null
null
Debian
Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Hacker News;X;YouTube;Substack
Stack Overflow;Stack Exchange;Hacker News;X;YouTube;Substack
Stack Overflow;Stack Exchange;Hacker News;X;YouTube;Substack
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code
null
Documenting code;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
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
46,406
7
11,137
11,138
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, full-stack
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
3
Brazil
BRL Brazilian real
85,800
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Firebase;Gradle;npm;Prometheus;Terraform;Webpack;Yarn
null
null
NA NA
Yes
ASP.NET Core;React
null
null
NA NA
null
Visual Studio Code
null
null
NA NA
null
null
null
null
null
NixOS
null
GitHub;Miro
null
null
NA NA
Stack Overflow;Medium
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
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, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Critical thinking of code characteristics: is it easy to read and understand? Is it the simplest it could be?
15,619
9
11,138
11,139
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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);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
20
Developer, mobile
500 to 999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Other (please specify): Remote
No
I have transitioned into a new career and/or industry voluntarily
null
null
Brazil
BRL Brazilian real
380,000
Yes
Dart;Go;Swift
Swift
Swift
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Cursor;Xcode
Xcode
Xcode
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
GitHub;Notion
GitHub
GitHub
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
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
Chat (people);Videos;Day-in-the-life profiles/interviews with experts
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
69,174
6
11,139
11,140
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)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Stack Overflow or Stack Exchange
10
Financial analyst or engineer
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Robust and complete API NA
Poor usability NA
Government
Recognition from peers for your work NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
4
3
Pakistan
PKR Pakistani rupee
3
Yes
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang
null
null
NA NA
Yes
BigQuery
null
null
NA NA
Yes
Cargo;Microsoft Azure
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 1 and 3 years
Infrequently, less than once per year
Direct messaging of users
Browse content related to Q&A posts I recently viewed NA
No, not at all
More than half the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
11,140
11,141
I am a developer by profession
35-44 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
None of the above
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
18
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
10
10
Denmark
DKK Danish krone
250,000
Yes
HTML/CSS;JavaScript;PHP;Ruby
HTML/CSS;JavaScript;R;Ruby;Swift
HTML/CSS;JavaScript;Ruby
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis;SQLite
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Heroku;Homebrew;npm;Pip;pnpm;Yarn
Amazon Web Services (AWS);Digital Ocean;Docker;Heroku;Homebrew
Amazon Web Services (AWS);Digital Ocean;Heroku;Homebrew
NA NA
Yes
jQuery;Node.js;Ruby on Rails;WordPress
Ruby on Rails;WordPress
Ruby on Rails;WordPress
NA NA
Yes
Claude Code;Cursor;Sublime Text;Visual Studio Code;Xcode
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Google Gemini
Tailwind CSS 4;Large Language Model;RAG
null
null
null
MacOS;iOS;iPadOS
MacOS
GitHub;Google Workspace;Markdown File;Miro;Notion;Trello
GitHub;Markdown File;Miro;Notion
GitHub;Markdown File;Miro;Notion
Basecamp Basecamp
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Bluesky;LinkedIn
Bluesky;LinkedIn
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);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Other (write in):
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Generating content or synthetic data
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Architecture, QA/review, PM
38,880
3
11,141
11,142
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, back-end
I don’t know
Individual contributor
In-person
No
Work
Robust and complete API Literally anything else
Poor usability Literally anything else
Government
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
null
Canada
CAD Canadian dollar
null
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
null
null
null
null
null
null
null
null
null
null
null
null
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
11,142
11,143
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
11
Developer, full-stack
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing Too much AI
Other:
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
8
null
Germany
EUR European Euro
46,000
Yes
Dart;HTML/CSS;JavaScript;SQL;TypeScript
C++;Rust
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;npm;pnpm;Terraform;Vercel;Vite;Yarn
Supabase
null
NA OpenTofu
Yes
Express;Next.js;Node.js;React
NestJS;Nuxt.js;Vue.js
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Jira;Miro;Notion
null
null
NA NA
Stack Overflow
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No, and it never will be.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
System architecture, planning, security, privacy, testing etc. The hardest part of most applications is defining the problem and coming up with a system that solves it. Writing the code is the easy part.
53,367
6
11,143
11,144
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
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
8
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
null
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
null
null
Netherlands
EUR European Euro
65,000
Yes
Bash/Shell (all shells);JavaScript;Python;TypeScript
Bash/Shell (all shells);Go;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);JavaScript;Python;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;Supabase
null
cloud spanner NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;Make
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Kubernetes;Make;Microsoft Azure
Docker;Homebrew;Kubernetes;Make
uv uv
Yes
FastAPI
FastAPI;React
FastAPI
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code;Windsurf
Cursor;Visual Studio Code
NA NA
Large Language Model;Pydantic;Google Gemini;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;LangGraph;uv
Large Language Model;Pydantic;Google Gemini;uv
null
null
MacOS;Ubuntu;iOS
MacOS;Ubuntu;iOS
Confluence;GitHub;GitLab;Jira;Miro;Obsidian
Azure Devops;GitHub;GitLab;Obsidian
GitHub;GitLab;Obsidian
bitbucket NA
YouTube;LinkedIn;Medium
YouTube;LinkedIn;Medium
YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Videos;Coding challenges;Job board;Day-in-the-life profiles/interviews with experts
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code
Project planning;Predictive analytics;Generating content or synthetic data
Deployment and monitoring
null
Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I 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 help troubleshooting
system design, problem solving, business mindset, marketing, system architecture, leadership, hard working, fast learning, adoption
75,410
0
11,144
11,145
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
20
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
30
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Ethical concerns Superfluous documentation
Other:
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
7
4
Hungary
HUF Hungarian forint
12,000,000
Yes
C#;HTML/CSS;Java;JavaScript
C#;HTML/CSS;Java;JavaScript;Python
C#;HTML/CSS;Java;JavaScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Gradle;NuGet
Docker;Gradle;NuGet
Docker;Gradle;NuGet
NA NA
Yes
null
null
null
Tomcat/JEE Tomcat/JEE
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;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Redmine
GitHub;GitLab;Redmine
GitHub;GitLab;Redmine
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
No
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
Chat (people);Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Debugging or fixing code
Learning about a codebase;Project planning;Writing code;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;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Reverse engineering. Pre-AI coding experience and practices.
34,700
8
11,145
11,146
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.);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
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
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)
6
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Poor usability 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
11,146
11,147
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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
12
Developer, full-stack
1,000 to 4,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
78,200
Yes
C#;JavaScript;PowerShell;SQL;TypeScript
C#;JavaScript;PowerShell;SQL;TypeScript
C#;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Cosmos DB;MySQL;PostgreSQL;SQLite
Cosmos DB;MySQL;PostgreSQL;SQLite
Cosmos DB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet;pnpm
Docker;Kubernetes;Microsoft Azure;npm;NuGet;pnpm
Docker;Microsoft Azure;npm;NuGet;pnpm
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Astro;Blazor;jQuery;Node.js
Angular;ASP.NET;ASP.NET Core;Astro;Blazor;jQuery;Node.js
Angular;ASP.NET;ASP.NET Core;Astro;Blazor;jQuery;Node.js
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Google Gemini
null
null
Windows;Android
Windows
Azure Devops;GitHub
Azure Devops;GitHub;Obsidian
Azure Devops;GitHub
NA NA
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring
Testing code
Predictive analytics;Learning new concepts or technologies
Documenting code;Search for answers
I haven’t encountered any problems
The concept of vibe coding is relevant in digital consultancy, but not in the area of my organisation that I sit within (Professional Development and DevOps).
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Marketing
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Personalized agent creation
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
GitHub MCP Server
null
Semantic Kernel;LangChain
null
Sentry
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Auto-GPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
It isn't easy to define what the state of development will truly be in the mid-term, 3-5 years, because it'll either go down one of two paths. Either advancements will continue at pace, and we'll reach a point where there will be significant jumps in AI Agent capabilities, to the point where the way we work will be significantly different. A human-in-the-loop concept becomes less of a requirement and more of an ethics-only choice. Or the pace slows down, and human intervention and orchestration remain a requirement. Sure, the day-to-day will shift slightly, but we'll still essentially be in control of the direction of work and delivery.
106,463
8
11,147
11,148
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
45
Developer, back-end
null
null
null
No
Work
Robust and complete API NA
Ethical concerns NA
Retail and Consumer Services
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
110,000
Yes
Bash/Shell (all shells);C;C#;Groovy;HTML/CSS;JavaScript;Perl;Python;Ruby
null
null
Raku Raku
Yes
PostgreSQL;SQLite
null
null
CouchDB NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Podman;Splunk;Terraform
null
null
Jenkins NA
No
null
null
null
NA NA
Yes
Vim
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);Red Hat;Fedora
null
Jira
null
null
NA NA
Bluesky
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Understanding the nuance of user requirements.
149,756
7
11,148
11,149
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
27
Architect, software or solutions
10,000 or more employees
Individual contributor
In-person
No
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Retail and Consumer Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
11
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
95,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;VBA
null
null
NA X++
Yes
Microsoft Access;Microsoft SQL Server;Oracle
Cosmos DB;Redis
null
NA NA
Yes
MSBuild;npm;NuGet;Splunk;Webpack
Docker;Kubernetes
null
NA NA
Yes
React
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Android Studio
null
NA NA
.NET 8 or higher
Google Gemini
null
null
null
Windows;Android
Windows;MacOS
Azure Devops;Confluence;GitHub;Jira;Miro;Monday.com
null
null
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Documenting code;Deployment and monitoring
Testing code;Creating or maintaining documentation
null
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have 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.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
AutoGen (Microsoft)
null
Honeycomb
null
ChatGPT;GitHub Copilot;Microsoft Copilot
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
Gathering business requirements and converting these to suitable prompts
129,334
10
11,149
11,150
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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
11
Student
null
null
In-person
No
School
Costs are manageable NA
Prohibitive pricing NA
Other:
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
20
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
16,000
Yes
Bash/Shell (all shells);GDScript;HTML/CSS;Python;R
GDScript;HTML/CSS;Python
GDScript;HTML/CSS;Python
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Linux (non-WSL)
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
Other (please specify):
null
21,783
null
11,150
11,151
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
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, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
null
null
Other:
null
Yes
I have neither consider or transitioned into a new career or industry
1
10
United States of America
USD United States dollar
128,920
Yes
Bash/Shell (all shells);C#;C++;PowerShell;Python
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
c++23;uv
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab
null
null
Gitea, Codeberg Gitea, Codeberg
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
No, but I plan to soon
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Other (write in):
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;Other (write in):
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The garbage generated by "AI" still requires an actual Dev to drive, but that won't stop Those Who Decide from replacing people with it so This Quarter looks good (beyond that be damned).
128,920
2
11,151
11,152
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week);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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
18
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Satisfies the business case
Other (please specify): Does not satisfies the business case
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
5
4
Germany
EUR European Euro
74,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;Go;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Dynamodb;Microsoft SQL Server;MySQL;SQLite
Dynamodb;Microsoft SQL Server;MySQL;SQLite
Dynamodb;Microsoft SQL Server;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet;Webpack
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet;Vite;Webpack
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet;Webpack
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET Core
ASP.NET Core
Aurelia 2 Aurelia 2
Yes
Visual Studio;Visual Studio Code
Cursor;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Obsidian;Wikis
Azure Devops;GitHub;Obsidian;Wikis
Azure Devops;GitHub;Obsidian;Wikis
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
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
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Cybersecurity
Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’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 business requirements, understanding the core principles of software development.
85,851
9
11,152
11,153
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
44
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
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
11,153
11,154
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
43
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Coding Bootcamp
48
Architect, software or solutions
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Computer Systems Design and Services
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
20
8
Italy
EUR European Euro
68,000
Yes
Delphi;HTML/CSS;JavaScript;PowerShell;Python;SQL
Delphi;HTML/CSS;JavaScript;PowerShell;Python;SQL
Delphi;HTML/CSS;JavaScript;PowerShell;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;Supabase
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
NA NA
Yes
Chocolatey;Docker;Firebase;npm;Pip
Chocolatey;Cloudflare;Docker;Firebase;Kubernetes;npm;Pip;Supabase
Chocolatey;Docker;Firebase;npm;Pip
NA NA
Yes
jQuery;Node.js;WordPress
jQuery;Node.js;Svelte;Vue.js;WordPress
jQuery;Node.js;WordPress
Kitto, Yawe Kitto, Yawe
Yes
Nano;Notepad++
Claude Code;Cursor;Lovable.dev;Nano;Notepad++;VSCodium;Windsurf
Nano;Notepad++
NA NA
Delphi 12+ Athens
Tailwind CSS 4;Odoo;Large Language Model;RAG;Delphi 12+ Athens;Ollama
Delphi 12+ Athens
null
null
Windows
Windows
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Project planning;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;IT operations
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I 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.
null
Redis;supabase
null
Ollama;OpenRouter;Zapier
null
null
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
invention, common sense, critique
78,890
8
11,154
11,155
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;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
1
Student
null
null
null
null
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
6
null
Uganda
UGX Ugandan shilling
15,000,000
Yes
C++;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL
null
null
NA NA
Yes
Microsoft Access;MySQL;SQLite
null
null
NA NA
Yes
Docker;Firebase;Google Cloud;Homebrew;Microsoft Azure
null
null
NA NA
Yes
Django;Node.js
Angular;AngularJS
null
NA NA
Yes
Eclipse;Nano;Notepad++;PyCharm;Sublime Text;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Google Gemini
SwiftData;Amazon Bedrock
null
null
null
Windows;MacOS;Fedora
null
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
null
NA NA
Yes
Amazon Titan models
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
A few times per month or weekly
Chat (people);Direct messaging of users
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
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.;It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
making ai
4,171
null
11,155
11,156
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
15
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Computer Systems Design and Services
Solving real-world problems NA
No
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
8
11,156
11,157
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
Online Courses or Certification (includes all media types)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
17
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
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
14
null
United States of America
USD United States dollar
160,000
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
PostgreSQL
Elasticsearch;Oracle;PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Maven (build tool);npm;Webpack
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Maven (build tool);npm;Webpack
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Maven (build tool);npm;Webpack
NA NA
Yes
Angular;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;Visual Studio Code
Eclipse;IntelliJ IDEA;Notepad++;Visual Studio Code
Eclipse;IntelliJ IDEA;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Logic games/puzzles;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;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
Not for now.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Business understanding.
160,000
9
11,157
11,158
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
15
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Banking/Financial Services
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
2
United States of America
USD United States dollar
100,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;JavaScript;PHP;SQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Homebrew;Microsoft Azure;npm;Webpack
null
null
NA NA
Yes
jQuery;Node.js;Vue.js;WordPress
null
null
NA NA
Yes
Bolt;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS
Azure Devops;Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Debugging or fixing code;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Testing code;Committing and reviewing code
Writing code;Documenting code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite
No, I use AI like an efficient google search.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
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
Understanding the purpose and context of the code.
100,000
10
11,158
11,159
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
Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
5
Academic researcher
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
School
Reliability and low latency NA
Outdated or obsolete technology or features NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
4
4
Poland
PLN Polish zloty
70,000
Yes
Bash/Shell (all shells);C#;C++;Dart;HTML/CSS;Java;JavaScript;Kotlin;Prolog;Python;R;Rust;SQL
null
null
NA NA
null
DuckDB;MySQL;Oracle;PostgreSQL;SQLite
null
null
NA NA
Yes
Docker;Firebase;Google Cloud;Gradle;Heroku;Kubernetes;NuGet;Pip;Poetry
null
null
uv NA
No
null
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Visual Studio Code;VSCodium;Xcode
null
null
NA NA
c++23;Large Language Model;Pydantic;Google Gemini;Ollama;LangGraph;uv
null
null
null
null
Windows;MacOS;iOS;Fedora
Windows
GitHub;Google Colab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Stack Overflow for Teams
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;Twitch;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
whisper NA
Yes
Infrequently, less than once per year
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Deployment and monitoring;Search for answers
Learning about a codebase;Predictive analytics
Committing and reviewing code;Learning new concepts or technologies
Documenting code
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No, I do my best to avoid being classified as "vibe coder"
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Robotics
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
data science, ui/ux
19,103
null
11,159
11,160
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
6
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
72,000
Yes
C#;JavaScript;Lua;PowerShell;SQL;TypeScript
C#;Lua;Scala;Zig;Mojo
C#;Lua
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
ASP.NET Core;jQuery
ASP.NET Core;jQuery
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Jira
GitHub;GitLab
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
null
null
null
No, and I don't plan to
Very unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
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
null
null
Other (please specify):
programming
98,022
6
11,160
11,161
I work with developers or my work supports developers but am not a developer by profession
25-34 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)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Cybersecurity or InfoSec professional
10,000 or more 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
null
Reputation for quality NA
Security or privacy concerns NA
Computer Systems Design and Services
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
25
20
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Perl;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;Perl;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;Perl;PHP;Python;SQL
HyperTalk HyperTalk
Yes
MariaDB;MongoDB;MySQL;PostgreSQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Docker;Homebrew;Make;Microsoft Azure;New Relic;npm;Pip;Splunk
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Docker;Homebrew;Make;npm;Splunk
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Docker;Homebrew;Make;npm;Splunk
NA NA
Yes
Angular;AngularJS;jQuery;Node.js;WordPress
WordPress
WordPress
Adobe Experience Manager NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu;Android;Debian;Linux (non-WSL)
MacOS;Red Hat
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Trello;Wikis
Confluence;GitHub;Wikis
Confluence;GitHub;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Other (write in):
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Having a beating heart and a caring soul
null
null
11,161
11,162
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)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
28
Other (please specify):
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Government
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
10
6
United States of America
USD United States dollar
171,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;Visual Basic (.Net)
C#;Go;HTML/CSS;JavaScript;MicroPython;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
Microsoft Access;Microsoft SQL Server
Cosmos DB;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Microsoft SQL Server
NA NA
Yes
Cloudflare;Microsoft Azure;MSBuild;NuGet;Splunk
Amazon Web Services (AWS);Ansible;Chocolatey;Cloudflare;Docker;Microsoft Azure;NuGet;Podman;Prometheus;Splunk;Terraform
Cloudflare;Microsoft Azure;NuGet;Splunk
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
ASP.NET Core;Blazor;jQuery
ASP.NET Core;jQuery
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;Large Language Model;RAG;Ollama
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG;Microsoft Fabric;Google Gemini;Ollama
.NET 8 or higher;Large Language Model;RAG;Ollama
null
null
Windows
Windows
GitHub;Markdown File;Microsoft Planner;Wikis
Azure Devops;GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
No, but I plan to soon
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
Project planning
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations;Cybersecurity
null
AI agents have increased my productivity.
null
AI agents have helped me solve complex problems more effectively.
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 reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Debugging, business analysis.
171,000
7
11,162
11,163
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
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
11,163
11,164
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
45
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
48
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
3
3
United States of America
USD United States dollar
100,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL;SQLite
DuckDB;Dynamodb;PostgreSQL;SQLite
Dynamodb;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;npm
Amazon Web Services (AWS);Cloudflare;Docker;npm
Amazon Web Services (AWS);Cloudflare;Docker;npm
NA NA
Yes
Express;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;Android;Linux (non-WSL)
MacOS;Linux (non-WSL)
Asana;GitHub
Asana;GitHub
Asana;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning
Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
code validation
100,000
8
11,164
11,165
I am a developer by profession
65 years or older
Some college/university study without earning a degree
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
31
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Prohibitive pricing NA
Healthcare
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
4
null
United States of America
USD United States dollar
100,000
Yes
C#;C++
null
null
NA NA
Yes
null
null
null
Firebird NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio
null
null
NA NA
null
null
null
null
null
MacOS
Windows
GitHub
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
Comment on Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Producing the final code, after AI input.
100,000
8
11,165
11,166
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
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);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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
19
Developer, back-end
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase 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
2
3
India
INR Indian rupee
null
Yes
C#;Dart;HTML/CSS;JavaScript;PHP;Python;SQL
null
null
NA NA
Yes
Cloud Firestore;Cosmos DB;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
null
null
NA NA
Yes
Cloudflare;Composer;Digital Ocean;Firebase;Google Cloud;Microsoft Azure;Netlify;npm;NuGet;Pip;Webpack;Yarn
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Next.js;Node.js;React;WordPress
null
null
NA NA
Yes
Android Studio;Claude Code;Cursor;Visual Studio;Visual Studio Code;VSCodium;Windsurf;Xcode
null
null
NA NA
.NET 8 or higher;Google Gemini
null
null
null
null
Windows;MacOS;Ubuntu;Android;iOS;iPadOS
null
Azure Devops;GitHub;Google Workspace;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
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;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Testing code
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
not much but sometimes, as it involves detailed specification to meet the standards and better code required for building apps
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;Customer service support
Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.;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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
ChromaDB;supabase
null
Ollama;Zapier;Amazon Bedrock Agents
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Blackbox AI;Amazon Codewhisperer
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 quick help troubleshooting
Problem Understanding, Human Involvement
null
10
11,166
11,167
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
10
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable Good Documentation
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Brazil
BRL Brazilian real
180,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
NA NA
Yes
Elasticsearch;InfluxDB;Microsoft SQL Server;Snowflake;SQLite
Cassandra;Elasticsearch;MongoDB;PostgreSQL
Elasticsearch
NA NA
Yes
Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;pnpm;Vite;Webpack
Cloudflare;Docker;Firebase;Kubernetes;Microsoft Azure;npm;NuGet;pnpm;Vite
Cloudflare;Docker;Kubernetes;Microsoft Azure;npm;NuGet;pnpm;Vite
rsbuild rsbuild
Yes
ASP.NET;ASP.NET Core;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Next.js;Node.js;React
NA NA
Yes
Claude Code;Notepad++;Visual Studio;Visual Studio Code
Claude Code;Cursor;Notepad++;Visual Studio;Visual Studio Code;Windsurf
Claude Code;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui
.NET 8 or higher
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Notion
Confluence;GitHub;Jira;Miro;Notion
Confluence;GitHub;Jira;Notion
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring;Predictive analytics
Project planning
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work 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 spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
Semantic Kernel;LangChain
null
Langfuse
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
32,767
9
11,167
11,168
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.);Engaged in paid work (20-29 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
3
Argentina
USD United States dollar
100,000
Yes
Delphi;Go;JavaScript;PHP;SQL;TypeScript;Visual Basic (.Net)
JavaScript;PHP;SQL;TypeScript
JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;Elasticsearch;InfluxDB;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Clickhouse
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Google Cloud;Heroku;Kubernetes;Microsoft Azure;npm;pnpm;Prometheus;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cloudflare;Composer;Docker;Kubernetes;npm;pnpm;Terraform;Vite
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Kubernetes;npm;pnpm;Terraform;Vite
NA NA
Yes
AngularJS;Express;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;React;Symfony;Vue.js
Express;NestJS;Node.js;React;Vue.js
Express;NestJS;Node.js;React;Vue.js
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Confluence;GitHub;GitLab;Jira;Miro;Notion;Trello
GitHub;Miro;Notion;Trello
GitHub;Miro;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Answer a question NA
Yes, somewhat
null
No, but I plan to soon
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Debugging or fixing code;Creating or maintaining documentation
Learning about a codebase;Writing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Committing and reviewing code;Search for answers;Generating content or synthetic data
Documenting code;Testing code;Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Creativity, discipline, organization and order.
100,000
9
11,168
11,169
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am 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;School (i.e., University, College, etc);Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
1
Student
null
null
null
null
Personal Project
Other (please specify): fun
Poor usability NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
6
10
India
INR Indian rupee
5
Yes
GDScript;HTML/CSS;JavaScript;Python
C++;GDScript;HTML/CSS;Java;JavaScript;TypeScript;VBA
GDScript;HTML/CSS;JavaScript
NA NA
Yes
MongoDB
Cassandra;MongoDB
MongoDB
NA NA
No
null
null
null
NA NA
null
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio;Visual Studio Code
Android Studio;Cursor;Visual Studio;Visual Studio Code
Cursor;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
Codecks Codecks
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
NA NA
null
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);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;Other (write in):
Ask a question NA
No, not really
About half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
null
Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
In a way, Yes! As a game dev and software student, I sometimes use it to save time, but I don't understand a thing when I do that.
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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):;I don’t think I’ll need help from people anymore
Creativity & Handtouch
null
null
11,169
11,170
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.);Engaged in paid work (less than 10 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
37
Developer, mobile
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
null
null
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
5
10
Hungary
HUF Hungarian forint
0
Yes
Swift
Swift
Swift
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Xcode
Xcode
Xcode
NA NA
null
null
null
null
null
MacOS;Ubuntu;Android;iOS;iPadOS
MacOS;iOS
Azure Devops;GitHub;Redmine
Azure Devops;GitHub;Redmine
Azure Devops;GitHub;Redmine
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Logic games/puzzles
null
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
Yes, I use AI agents at work daily
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Nothing. People can make programs without programmers.
null
10
11,170
11,171
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
20
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Higher Education
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
9
United States of America
USD United States dollar
170,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;Ruby;SQL;TypeScript
Go;Rust
null
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Heroku;Homebrew;Kubernetes;New Relic;npm;Pip;Prometheus;Vite;Yarn
null
null
NA NA
Yes
jQuery;Node.js;Ruby on Rails;Symfony;Vue.js
null
null
NA NA
Yes
Claude Code;Cursor;Visual Studio Code;Windsurf;Xcode
null
null
NA NA
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Google Gemini;Ollama
null
null
null
null
Windows;MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);iPadOS;NixOS
MacOS;iOS
GitHub;Jira;Lucid (includes Lucidchart);Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;YouTube;Medium
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Message Boards;Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);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
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, AI as a tool is useful and vibe coding can handle some greenfield projects any experienced programmer will understand the issues that time and data eventually create with applications. not understanding implications or complex data issues created by vibe coding decisions restrict this to prototyping for me and falls down with any existing projects
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Language processing;MCP servers
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 increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have improved 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
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
problem solving, critical thinking, time management, communication
170,000
8
11,171
11,172
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)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
7
Other (please specify):
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
4
Kenya
USD United States dollar
null
Yes
C++;GDScript;HTML/CSS;JavaScript;Lua;Python;Rust;SQL
Assembly;C++;GDScript;HTML/CSS;JavaScript;Python;Rust;SQL
C++;GDScript;HTML/CSS;JavaScript;Python;Rust;SQL
NA NA
Yes
Microsoft Access;MongoDB;MySQL;SQLite
Microsoft Access;MySQL;SQLite
Microsoft Access;MySQL;SQLite
NA NA
Yes
Make;npm;Pip;Vite
Make;npm;Pip
Make;npm;Pip
Premake Premake
Yes
Express;Flask;Node.js;React
Express;Flask;Node.js
Express;Flask;Node.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
null
null
null
NA NA
X;YouTube;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
X;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges
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
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Debugging or fixing code;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Nope, I don't refine the AI's code. I have an Idea then I start coding and only use ai to write repetitive code or to add something I already know I need in the code.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Our ability to learn new things quickly and discard the old and our ability to create new things from that which we know. Our capacity to work on something for years until we get results.
null
10
11,172
11,173
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
11
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Covers project requirements
Availability of better alternatives NA
Other:
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
8
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
44,100
Yes
Bash/Shell (all shells);C#;C++;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);C#;C++;Lua;PowerShell;Python;SQL
Bash/Shell (all shells);C#;C++;PowerShell;Python;SQL
NA NA
Yes
SQLite
PostgreSQL;SQLite
SQLite
NA NA
Yes
Ninja;Pip
Ninja;Pip
Ninja;Pip
cmake 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
Windows
Windows
GitHub;Jira
GitHub;Jira
GitHub;Jira
Bitbucket Bitbucket
Stack Overflow;Reddit;Hacker News;YouTube;Medium;Company-sponsored forums
Stack Overflow;Reddit;Hacker News;YouTube;Medium
Stack Overflow;Reddit;Hacker News;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Job board;Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. I work with safety critical software so it's important I can understand, test, and document the code, and implement traceability to requirements. I don't trust AI to be sufficiently self-consistent. It is often partially but not wholly correct.
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;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
All skills will continue to be necessary. Safety critical applications like medical, automotive, aerospace, and defence will never allow AI tools to take a prominent role in design and development. You must still know how to define requirements, how to write tests, how to implement a design and articulate it to others. More conventional web front end and backend applications will still have maintainability issues if the task is of sufficient complexity where a human team would be exploited to its full potential too.
60,038
6
11,173
11,174
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Other (please specify):
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Manufacturing
null
No
I have strongly considered changing my career and/or the industry I work in
15
10
United States of America
USD United States dollar
160,000
Yes
Bash/Shell (all shells);PowerShell;R;SQL
Lua;Rust
null
NA NA
Yes
DuckDB;Microsoft SQL Server;Snowflake
DuckDB;Clickhouse
DuckDB
NA NA
Yes
Cargo;Chocolatey;Docker;Homebrew
Amazon Web Services (AWS);Cargo;Google Cloud
Cargo
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;RustRover;Visual Studio Code;Zed
Zed
Zed
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS
GitHub;Markdown File;Microsoft Planner;Notion
null
null
NA Affine
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code
Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Project planning;Predictive analytics
Documenting code;Debugging or fixing code
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No, it's not a part of my work.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
I think how to ask right question or instruct will become more important. I expect AI will be able to do most stuff as time goes on.
160,000
null
11,174
11,175
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
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;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;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
40
Founder, technology or otherwise
null
null
null
null
Work
Reliability and low latency NA
Security or privacy concerns NA
null
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
100
100
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C++;Dart;Go;HTML/CSS;Kotlin;Python;SQL;Zig
Bash/Shell (all shells);C++;Go;Python
Bash/Shell (all shells);C++;Go;Python
NA NA
Yes
MongoDB;PostgreSQL;SQLite
MongoDB;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Gradle;Heroku;Make;npm;Pacman;Pip;Poetry
Amazon Web Services (AWS);Cloudflare;Make;Pacman;Pip;Poetry;Prometheus
Amazon Web Services (AWS);Cloudflare;Make;Pacman;Pip;Poetry
Render Render
Yes
FastAPI
FastAPI
FastAPI
htmx, alpinejs, tailwind htmx, alpinejs, tailwind
No
null
null
null
NA NA
Tailwind CSS 4;Large Language Model;Ollama;uv
c++23;Tailwind CSS 4;Large Language Model;Amazon Bedrock;Ollama;uv
Tailwind CSS 4;Large Language Model;Ollama;uv
null
null
Android;Arch
MacOS;Arch
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);X Grok models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
Other (write in):
i am dabbling in this. i recently vibe coded a toy project using claude code without writing any of it. it was awesome. it wrote 100% test coverage python and refactored smartly when i added new constraints. i plan to do this more but so far have not shipped any production code using this technique.
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
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 helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
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
Ollama
null
null
null
Claude Code;GitHub Copilot
null
Other (please specify):
all current developer skills will still be required and everyone will be fluent in agentic ai management. ai is just a lever. the level of output expected of a single engineer will go up by a factor of X where X >= 2. but all of the same developer instincts that we value in engineers today will be valued in 3-5 years and beyond. gut checking ai output, deciding what is going to be built using scarce resources of time and money, and stepping in when agents create confusion and chaos will be constantly required. ai is not taking our jobs. it's just changing them.
null
10
11,175
11,176
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
25
Engineering manager
I don’t know
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
Reputation for quality NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
170,000
Yes
C;C#;Go;HTML/CSS;Java;JavaScript;Perl;PHP;PowerShell;Python;Ruby;SQL;TypeScript
Go;SQL;TypeScript
Go;SQL;TypeScript
Raku Raku
Yes
BigQuery;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Ansible;APT;Homebrew;Make;npm;Pip
null
null
zef zef
Yes
jQuery
null
null
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS;Ubuntu
GitHub;Linear
GitHub;Linear
GitHub;Linear
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
170,000
8
11,176
11,177
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
29
AI/ML engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Media & Advertising Services
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
18
5
Czech Republic
CZK Czech koruna
1,716,000
Yes
Python
Python
Python
NA NA
Yes
MongoDB;SQLite
null
null
NA NA
Yes
Docker;Kubernetes;Pip;Prometheus
Docker;Kubernetes;Prometheus
Docker;Kubernetes;Prometheus
uv, slurm, enroot uv, slurm, enroot
No
null
null
null
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code
Claude Code;Nano;Vim;Visual Studio Code
Claude Code;Nano;Vim;Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
null
null
Ubuntu;Android;iOS;Linux (non-WSL)
Ubuntu;Debian;Linux (non-WSL)
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Wikis;YouTrack
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Wikis
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Gemma Gemma
No
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
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
Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Project planning;Predictive analytics
Learning about a codebase
null
Writing code;Documenting code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
Depends on the task and how well the model handles it. I use it where appropriate to avoid writing boring code, focusing on more interesting parts the AI struggles with.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
In 5 years?! I am not confident to predict for the next year, much less the 3-5 years. Every time it starts to look like we hit the wall, a way around is found, and I’m not sure how long will this keep up.
80,318
null
11,177
11,178
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week)
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);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)
8
Developer, mobile
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
11,178
11,179
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);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)
15
Developer, back-end
null
null
null
No
Work
Good brand and public image NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
No
I have strongly considered changing my career and/or the industry I work in
10
5
France
EUR European Euro
300,000
Yes
Bash/Shell (all shells);C#;Go;PHP;SQL;TypeScript
Rust
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Make;NuGet;Podman;Terraform
null
null
NA NA
Yes
ASP.NET;Laravel
null
null
NA NA
Yes
Cursor;Rider;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
null
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Favorable
Highly distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Debugging or fixing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
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.
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
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
348,044
5
11,179
11,180
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
11
Developer, full-stack
Less than 20 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
Reliability and low latency NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
5
5
Finland
EUR European Euro
62,500
Yes
Elixir;Erlang;HTML/CSS;JavaScript;TypeScript
Elixir;Erlang;HTML/CSS;JavaScript;TypeScript
Elixir;Erlang;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Digital Ocean;Docker;Homebrew;npm;Podman;Yarn
Digital Ocean;Docker;Homebrew;npm;Podman;Yarn
Digital Ocean;Docker;Homebrew;npm;Podman;Yarn
NA NA
Yes
Phoenix;React
Phoenix
Phoenix
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
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
72,509
7
11,180
11,181
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);Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, front-end
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
3
Denmark
DKK Danish krone
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
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
null
No, not at all
Rarely, almost never
No, but I plan to soon
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
11,181
11,182
I am learning to code
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Volunteering (regularly)
null
Yes, I am new to coding or currently a student
Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
System administrator
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Poor usability NA
Retail and Consumer Services
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
11,182
11,183
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
null
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Prohibitive pricing NA
Manufacturing
Autonomy and trust to manage your own tasks NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Turkey
TRY Turkish lira
null
Yes
C;C#;C++;Lua;PowerShell;Python;R;SQL
C#;Lua;Python;R
C#;Lua;Python;R
NA NA
Yes
Elasticsearch;Firebase Realtime Database;IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL
Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL
Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Gradle;Heroku;Kubernetes;MSBuild;npm;NuGet
Amazon Web Services (AWS);Docker;Firebase;MSBuild;NuGet
Amazon Web Services (AWS);Docker;Firebase;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Express;jQuery;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Express;jQuery;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Express;jQuery;Next.js;Node.js;React
NA NA
Yes
Android Studio;Eclipse;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
Android Studio;Eclipse;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Eclipse;Notepad++;Visual Studio;Visual Studio Code
NA NA
c++23;Tailwind CSS 4
c++23;Tailwind CSS 4
c++23;Tailwind CSS 4
null
null
Windows;Ubuntu;Android;Debian;Linux (non-WSL)
Windows;Ubuntu;Android;Debian;Linux (non-WSL)
Confluence;Doxygen;GitHub;Jira;Notion;Trello
Doxygen;GitHub
Doxygen;GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Less than once every 2 - 3 months
Coding challenges
Ask a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Predictive analytics;Search for answers;Other (write in):
null
Debugging or fixing code;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
null
I haven’t encountered any problems
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Robotics;Cybersecurity
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
null
Fireproof;GitHub MCP Server;ChromaDB;Weaviate
null
Amazon Bedrock Agents;LangGraph
null
Galileo;Honeycomb
null
Auto-GPT;Devin AI;Replit
null
When I don’t trust AI’s answers;When I want to fully understand something
null
null
6
11,183
11,184
I am learning to code
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
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
AI/ML engineer
null
null
null
null
School
AI integration or AI Agent capabilities NA
null
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
10
7
Nigeria
USD United States dollar
10,000
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;Scala
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
Docker;Pip
Docker;Kubernetes;Pip
Docker;Pip
NA NA
Yes
Flask;jQuery
FastAPI;Flask;jQuery;Node.js
Flask;jQuery
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code;VSCodium;Xcode
Claude Code;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code;VSCodium;Xcode
Claude Code;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code;VSCodium;Xcode
NA NA
hostinger;Large Language Model
hostinger;Large Language Model
hostinger;Large Language Model
null
null
MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS
Windows;Ubuntu;Android;Debian;Linux (non-WSL);Red Hat
GitHub;GitLab;Google Colab
GitHub;GitLab;Google Colab
GitHub;GitLab;Google Colab
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Direct messaging of users
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code
Testing code;Predictive analytics;Creating or maintaining documentation
Writing code;Deployment and monitoring
null
Project planning;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
I haven’t encountered any problems
Not really. I know what i’m looking for, just don’t want to type it all myself when someone else can help.
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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 have ethical or security concerns about code;I don’t think I’ll need help from people anymore
If I’m being honest, none. Except probably prompt writing, knowing how to accurately explain to AI what it needs to do and the result you want to see in technical terms. Most developers feel like AI can’t do what they do in a lifetime, but that’s being naive. As a more reasonable individual who uses AI, there’s nothing it can’t do in the next 5 years given the speed of development, unless slowed down for ethical reasons.
10,000
null
11,184
11,185
I am a developer by profession
25-34 years old
Primary/elementary school
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
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
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
5
Developer, back-end
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
2
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
28,000
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
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Predictive analytics
Committing and reviewing code
null
Generating content or synthetic data
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Data and analytics
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
38,120
7
11,185
11,186
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality Ease of deployment and maintenance
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
25
8
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
77,000
Yes
Bash/Shell (all shells);Go;Perl;Rust;SQL
Go;Rust;SQL
Go;Rust;SQL
NA NA
Yes
InfluxDB;MariaDB
DuckDB;PostgreSQL;Clickhouse
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Kubernetes;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Kubernetes;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Kubernetes;Podman;Prometheus;Terraform
RPM NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat
Ubuntu;Linux (non-WSL);Red Hat
GitHub;GitLab;Jira;Lucid (includes Lucidchart);Obsidian;Wikis
GitHub;GitLab;Obsidian;Wikis
GitHub;GitLab;Obsidian;Wikis
Godoc, MediaWiki Godoc, MediaWiki
null
null
null
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
null
I don’t use AI tools regularly;Other (write in):
Absolutely not. "Vibe coding" is completely at odds with any notion of "professional" software development and is, at best, marginally suitable for reducing the time to producing a prototype - and only under the understanding the prototype is to be thrown away or at best completely rewritten.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;Other (please specify):
Everything - I do not anticipate AI tools becoming essential to (or even desirable in) the workflows of any skilled software developer.
104,829
6
11,186
11,187
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
Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
6
Other (please specify):
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Other (please specify): Presence of invasive AI trash
Software Development
null
Yes
I have transitioned into a new career and/or industry voluntarily
12
12
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
42,000
Yes
HTML/CSS;JavaScript
HTML/CSS;JavaScript;SQL
HTML/CSS;JavaScript
NA NA
Yes
null
null
null
NA NA
Yes
Microsoft Azure
Microsoft Azure;npm;Vite
Microsoft Azure
Ferrio Connect NA
Yes
Astro;WordPress
Astro;Node.js;WordPress
Astro;WordPress
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Markdown File
Markdown File;Wikis
Markdown File
NA NA
Discord;Reddit;YouTube;LinkedIn
Discord;Reddit;YouTube
Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 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
I believe the current generation of AI technology has fundamental, unresolvable flaws that will lead people to conclude it's not worth the hype. Every major AI company is massively overvalued and the bubble is already threatening to burst — OpenAI lose money on every single call and have a $40 billion hole in their budget if they want to keep throwing compute at the problem.
57,179
null
11,187
11,188
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.)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);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
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
16
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Retail and Consumer Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
8
3
Italy
EUR European Euro
81,000
Yes
Bash/Shell (all shells);Elixir;TypeScript;Zig;Gleam
Elixir;Zig;Gleam
Elixir;Zig;Gleam
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
TigerBeetle TigerBeetle
No
null
null
null
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
null
null
null
Emacs Emacs
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Debian
MacOS
GitHub;GitLab;Linear;Markdown File;Notion
GitLab;Linear;Markdown File;Notion
GitLab;Linear;Markdown File;Notion
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers
Writing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I 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
Who knows
93,972
9
11,188
11,189
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
6
Student
null
null
null
null
Work
AI integration or AI Agent capabilities NA
null
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
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
11,189
11,190
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
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
11
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
null
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
12
4
Lithuania
EUR European Euro
57,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C#
Bash/Shell (all shells);C#
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild;NuGet
Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
ASP.NET;ASP.NET Core;Blazor;jQuery
ASP.NET;ASP.NET Core;jQuery
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;Android
Windows
Azure Devops;GitHub;Microsoft Planner
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
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
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
critical thinking, problem solving
66,128
7
11,190
11,191
I code primarily as a hobby
25-34 years old
Some college/university study without earning a degree
Not employed
Volunteering (regularly)
1
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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;Stack Overflow or Stack Exchange;Books / Physical media
4
System administrator
null
null
null
null
Personal Project
AI integration or AI Agent capabilities NA
null
null
null
No
I have somewhat considered changing my career and/or the industry I work in
1
2
Thailand
THB Thai baht
11,000
null
Assembly;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;VBA;Visual Basic (.Net)
Kotlin;MicroPython;Python;Ruby;Rust
Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;iOS;Debian;iPadOS;Fedora
Windows
GitHub;Google Colab;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Discord;Reddit;X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;X;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Perplexity Sonar models
null
NA NA
Yes
Less than once every 2 - 3 months
Between 1 and 3 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Neutral
About half of the time
Yes, I use AI tools weekly
Unsure
Neither trust nor distrust
Good, but not great at handling complex tasks
Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code
Project planning;Testing code
Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data
Learning about a codebase;Writing code
I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics;Customer service support
Multi-platform search enablement;Language processing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
GitHub MCP Server
null
null
null
null
null
null
null
null
null
337
null
11,191
11,192
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (full-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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
5
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Expert mentors NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Poland
PLN Polish zloty
114,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Lua;Python;Ruby;Swift;TypeScript
Elixir;Go;HTML/CSS;Rust;Swift;TypeScript;Zig
HTML/CSS;Swift;TypeScript
NA NA
Yes
Supabase
Supabase
Supabase
Chroma, Weaviate Chroma
Yes
Bun;Docker;Google Cloud;npm;pnpm;Poetry;Supabase;Vercel
Bun;Cargo;pnpm;Supabase;Vercel
Bun;pnpm;Supabase;Vercel
NA NA
Yes
Next.js;React
Next.js;React
Next.js;React
NA NA
Yes
Cursor;Neovim;Visual Studio Code;Xcode;Zed
Cursor;Neovim;Xcode
Cursor;Neovim;Xcode
NA NA
Tailwind CSS 4;Large Language Model;RAG;Shadcn/ui;Ollama;uv
Tailwind CSS 4;Large Language Model;SwiftData;RAG;Shadcn/ui;Ollama;visionOS
Tailwind CSS 4;Large Language Model;RAG;Shadcn/ui;Ollama
null
null
MacOS;iOS;iPadOS
MacOS
Asana;Confluence;GitHub;GitLab;Jira;Linear;Markdown File;Notion;Obsidian
GitHub;Linear;Markdown File;Notion;Obsidian
GitHub;Linear;Markdown File;Notion;Obsidian
NA NA
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
I don't use Stack Overflow
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Testing code
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
In general - not at all. In specific scenario of exploring new ideas and building very basic MVP of the new product or feature - it might be (but only as a concept exploration).
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Vector databases for AI applications;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server;ChromaDB;supabase;Weaviate
null
Ollama;LangChain;LangGraph
null
null
null
ChatGPT;GitHub Copilot;v0.dev;Perplexity
Raycast
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
Skills will remain mostly unchanged. The only one that will reduce in importance is the syntax knowledge etc. but still - AI for example will not know latest React features as it's not been trained on it. And even when it will be, it will reject those as older code has more examples.
31,111
10
11,192
11,193
I am a developer by profession
55-64 years old
Other (please specify):
Employed
None of the above
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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)
30
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Energy
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
15
10
United States of America
USD United States dollar
120,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;Oracle
null
null
NA NA
Yes
Microsoft Azure;npm;NuGet;Splunk
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;React
null
null
NA NA
Yes
Notepad++;Visual Studio
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
Azure Devops;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Debugging or fixing code
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Nope
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Requirements gathering. Interfacing with Product Owners.
120,000
8
11,193
11,194
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
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
7
Developer, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
7
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
55,000
Yes
Bash/Shell (all shells);C++;Lua;PowerShell;Python;Rust
Bash/Shell (all shells);C++;Lua;Python;Rust
Bash/Shell (all shells);C++;Lua;Python;Rust
NA NA
Yes
InfluxDB;PostgreSQL
Clickhouse
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Docker;Homebrew;Make;Maven (build tool);Pip
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Make;Pip;Poetry
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Make;Pip
NA NA
No
null
null
null
NA NA
Yes
Neovim;RustRover
Neovim
Neovim
NA NA
c++23;Large Language Model;Google Gemini
c++23;Large Language Model;Google Gemini
c++23;Large Language Model;Google Gemini
null
null
MacOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Jira;Miro
Confluence;GitLab;Jira;Obsidian
Confluence;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Generating content or synthetic data
Writing code;Documenting code;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
74,878
8
11,194
11,195
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
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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
3
Senior executive (C-suite, VP, etc.)
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Inefficient or time-costly NA
Media & Advertising Services
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Turkey
TRY Turkish lira
26,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL
Go;PHP;Rust;SQL
Go;PHP;Rust;SQL
NA NA
null
MySQL
MySQL;PostgreSQL;Supabase
MySQL
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;Express;Flask;jQuery;Node.js;React;WordPress;Axum
Svelte
null
Actix-Web Actix-Web
Yes
Cursor;IntelliJ IDEA;Nano;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Ubuntu;Android
Windows;Ubuntu
GitHub
GitHub
GitHub
NA NA
GitHub (public projects, not private repos);Medium
GitHub (public projects, not private repos);Medium
GitHub (public projects, not private repos);Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Infrequently, less than once per year
Less than one year
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Ask 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
Debugging or fixing code
Testing code;Committing and reviewing code;Deployment and monitoring
Project planning
null
Learning about a codebase;Writing code;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Yeah, for most of the front-end works ai does for me.
Yes, I use AI agents at work daily
No, but my development work has changed somewhat due to non-AI factors
Software engineering;IT operations;Marketing
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Google Gemini
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
Debugging and learning skills.
656
5
11,195
11,196
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Colleague or on-the-job training
25
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Other (please specify): skip
null
Internet, Telecomm or Information Services
Collaboration and support from a team skipping the rest
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Sweden
SEK Swedish krona
780,000
Yes
C++;HTML/CSS;Java;JavaScript;Kotlin;Lua;Python
JavaScript;Kotlin;Lua;Python
JavaScript;Kotlin;Lua;Python
NA NA
Yes
Dynamodb
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);Gradle;Splunk;Terraform
Amazon Web Services (AWS);Gradle;Splunk;Terraform
Amazon Web Services (AWS);Gradle;Splunk;Terraform
NA NA
Yes
Vue.js
Vue.js
Vue.js
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
NA NA
Amazon Bedrock
Amazon Bedrock
Amazon Bedrock
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Microsoft Planner;Miro;Obsidian
GitHub;Jira;Miro;Obsidian
GitHub;Jira;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Amazon Nova Lite NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Use discussion or chat feature NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Other (write in):
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
absolutely not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
reviewing code and having deep understanding on programming languages
81,761
3
11,196
11,197
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
12
Developer, back-end
20 to 99 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
11,197
11,198
I used to be a developer by profession, but no longer am
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
15
Founder, technology or otherwise
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Poor usability NA
Banking/Financial Services
null
No
I have strongly considered changing my career and/or the industry I work in
5
5
Brazil
USD United States dollar
150,000
Yes
Go;JavaScript;Python;SQL
Python
Python
NA NA
Yes
Elasticsearch;InfluxDB;MySQL;PostgreSQL;Redis
MySQL;PostgreSQL;Redis
MySQL;PostgreSQL;Redis
NA NA
Yes
Ansible;APT;Cloudflare;Docker;Homebrew;Kubernetes;npm;Pip;Poetry
APT;Poetry
APT;Poetry
NA Saltstack
Yes
Django
Django
Django
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;MacOS;iOS
MacOS;Ubuntu;Debian;Red Hat
Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Discord;Slack (public channels, not work)
null
null
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
Documenting code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase
null
Debugging AI-generated code is more time-consuming
nope
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.;Write in the most significant challenge if not listed above:
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I 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
common sense
150,000
null
11,198
11,199
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;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;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);Blogs or podcasts
5
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Manufacturing
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
62,400
Yes
C++;Delphi;JavaScript;Kotlin;MATLAB;Python;TypeScript
C#;C++;JavaScript;Kotlin;Rust;TypeScript
C++;JavaScript;Kotlin;TypeScript
LabVIEW NA
Yes
Microsoft SQL Server;Oracle;PostgreSQL
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker
Docker;Kubernetes;npm;NuGet;Railway;Vercel
Docker
NA NA
Yes
Express;Next.js;React
ASP.NET Core;Astro;Express;Next.js;React
Express;Next.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;PyCharm;Visual Studio Code
Cursor;IntelliJ IDEA;PyCharm;Visual Studio Code
Cursor;IntelliJ IDEA;PyCharm;Visual Studio Code
NA NA
Pydantic;Shadcn/ui;Delphi 12+ Athens
c++23;Pydantic;Shadcn/ui;Delphi 12+ Athens;Ollama
Pydantic;Shadcn/ui;Delphi 12+ Athens
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;iPadOS
Windows
GitHub;GitLab;Jira;Notion;Obsidian
GitHub;GitLab;Jira;Obsidian
GitHub;GitLab;Jira;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit
Stack Overflow;Stack Exchange;Discord;Reddit
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once every 2 - 3 months
Long-form articles
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code
Debugging or fixing code;Predictive analytics
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase
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
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Language processing;Agent/multi-agent orchestration
AI agents have helped me automate repetitive tasks.;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 increased my productivity.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Reflexion and ability to solve problems without AI in some extend. For example, small challenges can be given to the AI, but more complex one shall be done by decision-makers aka humans.
72,393
9
11,199
11,200
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
23
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
31
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
10
7
United States of America
USD United States dollar
200,000
Yes
C#;HTML/CSS;Java;JavaScript;Kotlin;SQL;Swift;TypeScript
C#;HTML/CSS;JavaScript;PHP;SQL;Swift;TypeScript
C#;HTML/CSS;JavaScript;SQL;Swift;TypeScript
NA NA
Yes
Oracle;PostgreSQL;Redis
PostgreSQL;Redis;Valkey
PostgreSQL;Redis
NA NA
Yes
Cloudflare;Digital Ocean;Docker;Gradle;Homebrew;MSBuild;npm;NuGet;Vite
Cloudflare;Digital Ocean;Docker;MSBuild;npm;NuGet;Vite
Cloudflare;Digital Ocean;Docker;MSBuild;npm;NuGet;Vite
NA NA
Yes
ASP.NET Core;Next.js;Node.js;React
ASP.NET Core;Laravel;Node.js;React;Ruby on Rails
ASP.NET Core;Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Rider;Visual Studio Code;WebStorm;Xcode
Android Studio;IntelliJ IDEA;PhpStorm;Rider;Visual Studio Code;WebStorm;Xcode
Android Studio;IntelliJ IDEA;Rider;Visual Studio Code;WebStorm;Xcode
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4;SwiftData
.NET 8 or higher;Tailwind CSS 4
null
null
Windows;iOS
MacOS;Android;iOS;Linux (non-WSL)
GitHub;Linear;Markdown File;Notion
GitHub;Linear;Markdown File
GitHub;Linear;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
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.
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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;Other (please specify):
Knowing how things work.
200,000
8