Michael Wilson

Vectra AI

Articles 1 - 1

A.I.

AI/ML-based attack signal intelligence at the tactical edge - Story

September 07, 2023

Michael Wilson Dominic Perez Vectra AI Curtiss-Wright

Advances in generative artificial intelligence (AI) are enabling adversaries to build new attacks faster and evade signature-based threat detection with ease. The cutting edge of adversarial cybersecurity is becoming more sophisticated, using new technologies to rapidly develop new attacks. Defensive cybersecurity efforts must keep pace with bad actors by using new tools that combine attack signal intelligence with pattern-matching capabilities to identify polymorphic threats, or cyberthreats that employ evasive techniques to evade detection from traditional security solutions.

Articles 1 - 1

Avionics

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Unmanned

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Radar/EW

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Comms

News

Integrated ground system for Space Development Agency to be developed by General Dynamics

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August 23, 2024

More Comms

Messages Timeline Exceptions Views36 Route Queries55 Models240 Gate Session Request

8.2.225.32s5MBGET authors/{shortname}

Booting (452ms)
Application (4.87s)
1 x Application (91.48%)
4.87s
1 x Booting (8.5%)
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Backtrace	14. /app/Models/Article.php:375 15. view::theme::layouts.components.sidebar:12 17. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 18. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 19. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select * from `categories` where `categories`.`id` in (7, 13, 15, 19, 21, 23, 24, 25, 26, 27, 31, 32, 44, 47, 1000, 1001)

2.11ms/app/Models/Article.php:375mes

Metadata
Backtrace	19. /app/Models/Article.php:375 20. view::theme::layouts.components.sidebar:12 22. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 23. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 24. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select * from `categories` where `categories`.`id` in (1, 2, 3, 4, 6)

2.21ms/app/Models/Article.php:375mes

Metadata
Backtrace	24. /app/Models/Article.php:375 25. view::theme::layouts.components.sidebar:12 27. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 28. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 29. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select * from `article_types` where `article_types`.`id` in (2, 3, 4, 5)

3.08ms/app/Models/Article.php:375mes

Metadata
Backtrace	19. /app/Models/Article.php:375 20. view::theme::layouts.components.sidebar:12 22. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 23. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 24. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select `id`, `name`, `shortname` from `categories` where `parent_id` is null and `id` not in (999, 100) and exists (select * from `articles` where `categories`.`id` = `articles`.`primary_category` and `publish_at` < '2025-04-05 13:24:31' and `primary_image` is not null and (`primary_image` is not null and `primary_image` not in ('', '0')))

216ms/app/View/Composers/SubfooterComposer.php:38mes

Metadata
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Backtrace	14. /app/View/Composers/SubfooterComposer.php:38 15. /app/View/Composers/SubfooterComposer.php:19 16. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 17. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 20. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`parent_id` in (1, 2, 3, 4, 5, 6) order by `shortname` asc

2.3ms/app/View/Composers/SubfooterComposer.php:38mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:38 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `articles` where `primary_image` is not null and (`primary_image` is not null and `primary_image` not in ('', '0')) and `primary_category` in (1, 1000, 1003, 7, 1001, 9, 1002, 8) limit 5

23.57ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Bindings	0. 1. 0 2. 1 3. 1000 4. 1003 5. 7 6. 1001 7. 9 8. 1002 9. 8
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select * from `categories` where `categories`.`id` in (7, 8, 9, 1000)

2.78ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`id` in (1)

4.24ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	24. /app/View/Composers/SubfooterComposer.php:63 25. /app/View/Composers/SubfooterComposer.php:19 26. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 27. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 30. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `article_types` where `article_types`.`id` in (2)

2.04ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `articles` where `primary_image` is not null and (`primary_image` is not null and `primary_image` not in ('', '0')) and `primary_category` in (3, 1005, 23, 26, 25, 21, 20, 24, 22) limit 5

3.16ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Bindings	0. 1. 0 2. 3 3. 1005 4. 23 5. 26 6. 25 7. 21 8. 20 9. 24 10. 22
Backtrace	14. /app/View/Composers/SubfooterComposer.php:63 15. /app/View/Composers/SubfooterComposer.php:19 16. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 17. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 20. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`id` in (20, 23)

3.96ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`id` in (3)

1.07ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	24. /app/View/Composers/SubfooterComposer.php:63 25. /app/View/Composers/SubfooterComposer.php:19 26. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 27. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 30. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `article_types` where `article_types`.`id` in (2)

2.03ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `articles` where `primary_image` is not null and (`primary_image` is not null and `primary_image` not in ('', '0')) and `primary_category` in (4, 32, 31, 30, 29, 27) limit 5

92.31ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Bindings	0. 1. 0 2. 4 3. 32 4. 31 5. 30 6. 29 7. 27
Backtrace	14. /app/View/Composers/SubfooterComposer.php:63 15. /app/View/Composers/SubfooterComposer.php:19 16. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 17. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 20. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`id` in (30, 32)

2.6ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`id` in (4)

1.74ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	24. /app/View/Composers/SubfooterComposer.php:63 25. /app/View/Composers/SubfooterComposer.php:19 26. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 27. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 30. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `article_types` where `article_types`.`id` in (2, 3)

2.84ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `articles` where `primary_image` is not null and (`primary_image` is not null and `primary_image` not in ('', '0')) and `primary_category` in (5, 37, 36, 35) limit 5

9.71ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Bindings	0. 1. 0 2. 5 3. 37 4. 36 5. 35
Backtrace	14. /app/View/Composers/SubfooterComposer.php:63 15. /app/View/Composers/SubfooterComposer.php:19 16. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 17. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 20. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`id` in (36, 37)

5.19ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `categories`.`id` in (5)

1.75ms/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	24. /app/View/Composers/SubfooterComposer.php:63 25. /app/View/Composers/SubfooterComposer.php:19 26. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 27. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 30. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `article_types` where `article_types`.`id` in (2)

660μs/app/View/Composers/SubfooterComposer.php:63mes

Metadata
Backtrace	19. /app/View/Composers/SubfooterComposer.php:63 20. /app/View/Composers/SubfooterComposer.php:19 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124 22. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162 25. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177

select * from `categories` where `parent_id` is null and `id` not in (999, 100, 1061)

2.38msview::theme::layouts.components.category_subfooter:6mes

Metadata
Bindings	0. 999 1. 100 2. 1061
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select * from `categories` where `categories`.`id` = 1 limit 1

2.71ms/app/Models/Category.php:142mes

Metadata
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select * from `categories` where `categories`.`parent_id` = 1 and `categories`.`parent_id` is not null order by `shortname` asc

4.16ms/app/Models/Category.php:148mes

Metadata
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select `articles`.* from `articles` where `publish_at` < '2025-04-05 13:24:31' and `primary_image` is not null and `primary_image` != '0' and `primary_image` != '' and `article_type_id` <> '8' and (`primary_category` = 1 or `primary_category` = 1000 or `primary_category` = 1003 or `primary_category` = 7 or `primary_category` = 1001 or `primary_category` = 9 or `primary_category` = 1002 or `primary_category` = 8) and `article_type_id` <> '8' order by `publish_at` desc limit 5

498msview::theme::layouts.components.category_subfooter:19mes

Metadata
Bindings	0. 2025-04-05 13:24:31 1. 0 2. 3. 8 4. 1 5. 1000 6. 1003 7. 7 8. 1001 9. 9 10. 1002 11. 8 12. 8
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select * from `categories` where `categories`.`id` in (7, 8, 1000, 1001)

6.83msview::theme::layouts.components.category_subfooter:19mes

Metadata
Backtrace	19. view::theme::layouts.components.category_subfooter:19 21. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 24. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `categories` where `categories`.`id` in (1)

4.93msview::theme::layouts.components.category_subfooter:19mes

Metadata
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select * from `article_types` where `article_types`.`id` in (3)

10.07msview::theme::layouts.components.category_subfooter:19mes

Metadata
Backtrace	19. view::theme::layouts.components.category_subfooter:19 21. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 24. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `categories` where `categories`.`id` = 2 limit 1

4.27ms/app/Models/Category.php:142mes

Metadata
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Backtrace	19. /app/Models/Category.php:142 20. view::theme::layouts.components.category_subfooter:18 22. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 23. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 24. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select * from `categories` where `categories`.`parent_id` = 2 and `categories`.`parent_id` is not null order by `shortname` asc

10.36ms/app/Models/Category.php:148mes

Metadata
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Backtrace	20. /app/Models/Category.php:148 21. view::theme::layouts.components.category_subfooter:18 23. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 24. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 25. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select `articles`.* from `articles` where `publish_at` < '2025-04-05 13:24:32' and `primary_image` is not null and `primary_image` != '0' and `primary_image` != '' and `article_type_id` <> '8' and (`primary_category` = 2 or `primary_category` = 14 or `primary_category` = 17 or `primary_category` = 18 or `primary_category` = 13 or `primary_category` = 1004 or `primary_category` = 15 or `primary_category` = 16 or `primary_category` = 19) and `article_type_id` <> '8' order by `publish_at` desc limit 5

674msview::theme::layouts.components.category_subfooter:19mes

Metadata
Bindings	0. 2025-04-05 13:24:32 1. 0 2. 3. 8 4. 2 5. 14 6. 17 7. 18 8. 13 9. 1004 10. 15 11. 16 12. 19 13. 8
Backtrace	14. view::theme::layouts.components.category_subfooter:19 16. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 17. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 18. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 19. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `categories` where `categories`.`id` in (13, 15, 19)

6.92msview::theme::layouts.components.category_subfooter:19mes

Metadata
Backtrace	19. view::theme::layouts.components.category_subfooter:19 21. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 24. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `categories` where `categories`.`id` in (2)

3.74msview::theme::layouts.components.category_subfooter:19mes

Metadata
Backtrace	24. view::theme::layouts.components.category_subfooter:19 26. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 27. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 28. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 29. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `article_types` where `article_types`.`id` in (2, 3, 4)

3.78msview::theme::layouts.components.category_subfooter:19mes

Metadata
Backtrace	19. view::theme::layouts.components.category_subfooter:19 21. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 24. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `categories` where `categories`.`id` = 3 limit 1

3.21ms/app/Models/Category.php:142mes

Metadata
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Backtrace	19. /app/Models/Category.php:142 20. view::theme::layouts.components.category_subfooter:18 22. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 23. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 24. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select * from `categories` where `categories`.`parent_id` = 3 and `categories`.`parent_id` is not null order by `shortname` asc

6.39ms/app/Models/Category.php:148mes

Metadata
Bindings	0. 3
Backtrace	20. /app/Models/Category.php:148 21. view::theme::layouts.components.category_subfooter:18 23. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 24. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 25. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70

select `articles`.* from `articles` where `publish_at` < '2025-04-05 13:24:33' and `primary_image` is not null and `primary_image` != '0' and `primary_image` != '' and `article_type_id` <> '8' and (`primary_category` = 3 or `primary_category` = 1005 or `primary_category` = 23 or `primary_category` = 26 or `primary_category` = 25 or `primary_category` = 21 or `primary_category` = 20 or `primary_category` = 24 or `primary_category` = 22) and `article_type_id` <> '8' order by `publish_at` desc limit 5

601msview::theme::layouts.components.category_subfooter:19mes

Metadata
Bindings	0. 2025-04-05 13:24:33 1. 0 2. 3. 8 4. 3 5. 1005 6. 23 7. 26 8. 25 9. 21 10. 20 11. 24 12. 22 13. 8
Backtrace	14. view::theme::layouts.components.category_subfooter:19 16. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 17. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 18. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 19. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `categories` where `categories`.`id` in (23, 25)

8.16msview::theme::layouts.components.category_subfooter:19mes

Metadata
Backtrace	19. view::theme::layouts.components.category_subfooter:19 21. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 22. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 24. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `categories` where `categories`.`id` in (3)

27.3msview::theme::layouts.components.category_subfooter:19mes

Metadata
Backtrace	24. view::theme::layouts.components.category_subfooter:19 26. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:110 27. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58 28. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:70 29. /vendor/laravel/framework/src/Illuminate/View/View.php:195

select * from `article_types` where `article_types`.`id` in (3)

14.9msview::theme::layouts.components.category_subfooter:19mes

Metadata
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