Automate, Integrate, Innovate - AI-powered GitLab CI for Drupal module development | DrupalCon Portland 2024

Session video: https://bit.ly/4alKaad

# # # # #

We will embark on a journey into the future of code review, where the integration of ChatGPT and GitLab CI revolutionizes the Drupal module development process. Discover how the fusion of automation, seamless integration, and cutting-edge innovation is reshaping the way we ensure code quality.

Key Highlights:

1. Automation Redefined: Explore how AI-driven code review automates routine tasks, from identifying potential bugs to beyond coding standards, freeing up valuable developer time.

2. Integration Mastery: Witness the seamless integration of ChatGPT within GitLab CI pipelines, allowing for real-time AI-powered code analysis and feedback.

3. Innovation Unleashed: Dive into the innovative solutions that emerge when human intelligence collaborates with AI, including enhanced code readability and faster development cycles.

What to Expect:

- Live demonstrations showcasing the ChatGPT-GitLab CI integration in action.
- Insights into the benefits and challenges of incorporating AI into the development workflow.
- Real-world success stories of teams already leveraging this AI-powered approach.
- Practical tips for implementing AI-powered code reviews.

Join us for an engaging session that explores the possibilities and advantages of AI-powered GitLab CI, and learn how you can automate, integrate, and innovate your way to superior code quality and development efficiency. Don't miss the opportunity to shape the future of your Drupal development process!

1. Automate, Integrate, Innovate: AI-powered GitLab CI
for Drupal module development
Yas Naoi
Chief Architect, Cloud
DOCOMO Innovations, Inc.

2. Yas
2Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.

3. Yas
3Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
•Chief Architect, Cloud

4. Yas
4Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
•Chief Architect, Cloud
•DOCOMO Innovations, Inc. (Sunnyvale, CA)
•NTT DOCOMO Inc.

5. Yas
•Chief Architect, Cloud
•DOCOMO Innovations, Inc. (Sunnyvale, CA)
•NTT DOCOMO Inc.
•Cloud, DevOps, Agile Software Development
•d.o: 20 years
5Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.

6. 6
Cloud Orchestrator

7. 7Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator
Search: drupal cloud orchestrator

8. 8Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator
Search: drupal cloud orchestrator

9. Multi-cloud Support
──────────────
9Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator

10. Multi-cloud Support
──────────────
§AWS
10Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator

11. Multi-cloud Support
──────────────
§AWS
§Kubernetes
11Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator

12. Multi-cloud Support
──────────────
§AWS
§Kubernetes
§OpenStack
12Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator

13. Multi-cloud Support
──────────────
§AWS
§Kubernetes
§OpenStack
§VMware
13Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator

14. Multi-cloud Support
──────────────
§AWS
§Kubernetes
§OpenStack
§VMware
§Terraform Cloud
14Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.
Cloud Orchestrator

15. x Cloud Orchestrator
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.15

16. Agenda
16Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.

17. Agenda
1.Human’s Manual Work: Introducing how ChatGPT can be
utilized in the development field
–Code review using ChatGPT (Browser version)
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.17

18. Agenda
1.Human’s Manual Work: Introducing how ChatGPT can be
utilized in the development field
–Code review using ChatGPT (Browser version)
2.Automation: Sharing use cases of GitLab CI integrated
with ChatGPT
–Integration and automation of ChatGPT's review process in
GitLab CI
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.18

19. 19
Development Process

20. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.20

21. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.21

22. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.22

23. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.23
Sprint
Planning
1

24. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.24
Develop
Sprint
Planning
1
2

25. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.25
Develop
Sprint
Planning
1
2
Create
Issue & Patch
3

26. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.26
Develop
Sprint
Planning
1
2
Create
Issue & Patch
3Active

27. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.27
Develop
Sprint
Planning
1
2
Create
Issue & Patch
3
Needs Work
Active

28. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.28
Develop
Sprint
Planning
1
2
Create
Issue & Patch
3
Needs Work
Active
Needs Review

29. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.29
Develop
Automated
Test
Sprint
Planning
1
2
4Create
Issue & Patch
3
Needs Work
Active
Needs Review

30. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.30
Develop
Automated
Test
Sprint
Planning
1
2
4Create
Issue & Patch
3
Needs Work
Active
7.x: Pass
Needs Review

31. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.31
Develop
Automated
Test
Sprint
Planning
Merge Request
Review
1
2
4
5
Create
Issue & Patch
3
Needs Work
Active
7.x: Pass
Needs Review

32. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.32
Develop
Automated
Test
Sprint
Planning
Merge Request
Review
1
2
4
5
Create
Issue & Patch
3
Needs Work
Active
Reviewed & tested
by the community
7.x: Pass
Needs Review

33. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.33
Merge
Patch
Develop
Automated
Test
Sprint
Planning
Merge Request
Review
1
2
4
5
6
Create
Issue & Patch
3
Needs Work
Active
Reviewed & tested
by the community
7.x: Pass
Needs Review

34. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.34
Merge
Patch
Develop
Automated
Test
Sprint
Review
Sprint
Planning
Merge Request
Review
1
2
4
5
6
7
Create
Issue & Patch
3
Needs Work
Active
Fixed
Reviewed & tested
by the community
7.x: Pass
Needs Review

35. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.35
Merge
Patch
Develop
Automated
Test
Sprint
Review
Sprint
Planning
1
2
4
6
7
Create
Issue & Patch
3
Needs Review
Needs Work
Active
Fixed
Reviewed & tested
by the community
7.x: Pass
Merge Request
Review
5
Focus

36. 36
Code Review

37. Review Techniques
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.37

38. Review Techniques
•Static Code Analysis
–Lint
–Coding Standards
–Best Practice
–Security Scan
•AI による解析
–AWS CodeGuru Reviewer / Profiler (Java と Python)
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.38

39. Review Techniques
•Static Code Analysis
–Lint
–Coding Standards
–Best Practice
–Security Scan
•AI による解析
–AWS CodeGuru Reviewer / Profiler (Java と Python)
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.39

40. Review Techniques
•Static Code Analysis
–Lint
–Coding Standards
–Best Practice
–Security Scan
•AI による解析
–AWS CodeGuru Reviewer / Profiler (Java と Python)
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.40

41. Review Techniques
•Static Code Analysis
–Lint
–Coding Standards
–Best Practices
–Security Scan
•AI による解析
–AWS CodeGuru Reviewer / Profiler (Java と Python)
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.41

42. Review Techniques
•Static Code Analysis
–Lint
–Coding Standards
–Best Practices
–Security Scans
•AI による解析
–AWS CodeGuru Reviewer / Profiler (Java と Python)
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.42

43. Review Techniques
•Static Code Analysis
–Lint
–Coding Standards
–Best Practices
–Security Scans
•AI-based Analysis
–AWS CodeGuru Reviewer / Profiler (Java and Python)
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.43

44. Generate Code for Implementations
AI によるペアプロ
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.44

45. Generate Code for Implementations
–GitHub Copilot
•Python、JavaScript、TypeScript, Ruby、Go、C#、C など
•OpenAI Codex
–Amazon CodeWhisperer
•Python、Java、JavaScript、TypeScript、C#、Rust、Go、Ruby、Scala、
Kotlin、PHP、C、C++、Shell Script、SQL
AI によるペアプロ
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.45

46. Generate Code for Implementations
–GitHub Copilot
•Python、JavaScript、TypeScript, Ruby、Go、C#、C など
•OpenAI Codex
–Amazon CodeWhisperer
•Python、Java、JavaScript、TypeScript、C#、Rust、Go、Ruby、Scala、
Kotlin、PHP、C、C++、Shell Script、SQL
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.46

47. Generate Code for Implementations
–GitHub Copilot
•Python、JavaScript、TypeScript, Ruby、Go、C#、C など
•OpenAI Codex
–Amazon CodeWhisperer
•Python、Java、JavaScript、TypeScript、C#、Rust、Go、Ruby、Scala、
Kotlin、PHP、C、C++、Shell Script、SQL
AI-Driven Pair Programming
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.47

48. Code Review Policy
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.48

49. Code Review Policy
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.49

50. Code Review Policy
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.50

51. Code Review Policy
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.51
Challenge:
Can human code reviews be replaced
with ChatGPT?

52. 52
Using ChatGPT for Code Review

53. What is a “Prompt”?
–The command text given to ChatGPT
•Refactor the following code
•Refactor the following code without splitting it
•Refactor the following code using a guard clause
•Refactor the following code using array_map()
•Refactor the following test code using Scenario Outline
…and so on
It might also be a good idea to start with the suggestion "You are a
code reviewer."
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.53

54. What is a “Prompt”?
–The command text given to ChatGPT
•Refactor the following code
•Refactor the following code without splitting it
•Refactor the following code using a guard clause
•Refactor the following code using array_map()
•Refactor the following test code using Scenario Outline
…and so on
It might also be a good idea to start with the suggestion "You are a
code reviewer."
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.54

55. What is a “Prompt”?
–The command text given to ChatGPT
•Refactor the following code
•Refactor the following code without splitting it
•Refactor the following code using a guard clause
•Refactor the following code using array_map()
•Refactor the following test code using Scenario Outline
…and so on
It might also be a good idea to start with the suggestion "You are a
code reviewer."
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.55

56. What is a “Prompt”?
–The command text given to ChatGPT
•Refactor the following code
•Refactor the following code without splitting it
•Refactor the following code using a guard clause
•Refactor the following code using array_map()
•Refactor the following test code using Scenario Outline
…and so on
It might also be a good idea to start with the suggestion "You are a
code reviewer."
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.56

57. 1. Refactor if-else Statement by Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.57

58. 1. Refactor if-else Statement by Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.58

59. 1. Refactor if-else Statement by Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.59
Refactor the following
code using a guard
clause

60. 1. Refactor if-else Statement by Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.60
Refactor the following
code using a guard
clause

61. 1. Refactor if-else Statement by Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.61
Refactor the following
code using a guard
clause
Refactor the following code

62. 1. Refactor if-else Statement by Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.62
Refactor the following
code using a guard
clause
Refactor the following code

63. 2. Further Refactor Using a Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.63

64. 2. Further Refactor Using a Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.64
Refactor the following code

65. 2. Further Refactor Using a Guard Clause
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.65
Refactor the following code

66. 3. Refactor the Guard Clause's if-else Statement
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.66

67. 3. Refactor the Guard Clause's if-else Statement
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.67
Refactor using guard clauses
without splitting the code.

68. 3. Refactor the Guard Clause's if-else Statement
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.68
Refactor using guard clauses
without splitting the code.
The guard clause has eliminated the else.
The comparison operator === was
changed to !==, and the logic before and
after the if has been swapped."

69. 4. Refactor BDD Test Scenarios
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.69

70. 4. Refactor BDD Test Scenarios
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.70

71. 4. Refactor BDD Test Scenarios
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.71

72. 5. Express the Logic as Data Structure
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.72

73. 5. Express the Logic as Data Structure
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.73

74. 5. Express the Logic as Data Structure
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.74
Refactor this code

75. 5. Express the Logic as Data Structure
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.75

76. 5. Express the Logic as Data Structure
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.76
•Cyclomatic complexity
2.58 → 2.16

77. 6. Migrate jQuery-based JS to Vanilla JS
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.77

78. 6. Migrate jQuery-based JS to Vanilla JS
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.78

79. 6. Migrate jQuery-based JS to Vanilla JS
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.79
Refactor this code to
vanilla JavaScript

80. 6. Migrate jQuery-based JS to Vanilla JS
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.80

81. Result
•As a result of using ChatGPTfor human code reviews,
out of 341 merge requests, the review outcomes could
be incorporated in 55 cases.
•That is,
–Applicable to 16% of the entire code review
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.81

82. Next Step
•Reviews can be made more efficient, contributing to a
significant increase in productivity, but the inputting of
prompts and the sharing of review comments are still
manual tasks that do not change.
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.82

83. Next Step
•Reviews can be made more efficient, contributing to a
significant increase in productivity, but the inputting of
prompts and the sharing of review comments are still
manual tasks that do not change.
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.83
Integrate into the GitLab CI automated test pipeline

84. 84
(a.k.a GitOps / DevOps)
AI-Driven Platform Engineering

85. 85
Service Development Lifecycle

86. Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.86Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.86

87. Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.87
Implement
Build
Unit Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.87
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
ウェブアプリケーションフレームワーク
GitLabChatGPT

88. Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.88
Implement
Build
Unit Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.88
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
ウェブアプリケーションフレームワーク
GitLabChatGPT

89. Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.89
Implement
Build
Unit Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.89
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework
GitLabChatGPT

90. Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.90
Implement
Build
Unit Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.90
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework
GitLabChatGPT

91. Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.91
Implement
Build
Unit
Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.91
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework
GitLabChatGPT

92. GitLabChatGPT
Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.92
Implement
Build
Unit
Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.92
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework

93. GitLabChatGPT
Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.93
Implement
Build
Unit
Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.93
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework

94. GitLabChatGPT
Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.94
Implement
Build
Unit
Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.94
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework

95. GitLabChatGPT
Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.95
Implement
Build
Unit
Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.95
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework

96. GitLabChatGPT
Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.96
Implement
Build
Unit
Test
Deploy
Acceptance
TestRelease
Monitor
Service
Design
Systems
Design
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.96
Lucidchart
JiraConfluence
Container
GitLab
GitLab
ChatGPT
Web Application Framework

97. Implement
Build
Unit
Test
Deploy
Accept
TestRelease
Monitor
Service
Design
Systems
Design
Lucidchart
JiraConfluence
Container
GitLab
ウェブアプリケーションフレームワーク
Focus
Service Development Lifecycle
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.97Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.97
GitLabChatGPT
Unit
Test

98. GitOps Integration
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.98

99. GitOps Integration
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.99

100. GitOps Integration
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.100
Slack
EC2
GitLab Master (SaaS)
CI/CD
Pipeline
GitLab
Repository
Developer
gitlab-runner 1
gitlab-runner 2
gitlab-runner 3
gitlab-runner 4
GitLab
Container Registry
ChatGPT API

101. GitOps Integration
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.101

102. Future Work
•Measuring the effect and feedback on whether developers have
incorporated the review results from ChatGPT
−Developers rate the review results from ChatGPT with stars
−Building and launching a feedback measurement site integrated with Slack
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.102

103. Future Work
•Furthermore, implement automation of verification and
development by applying ChatGPT to each process of
the SLDC (Software Development Life Cycle) other than
code review
Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.103

104. 104
One More Thing

105. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.105

106. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.106

107. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.107

108. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.108

109. Copyright © 2024 DOCOMO Innovations, Inc. All Rights Reserved.109

110. Coming together is a beginning,
keeping together is a progress;
working together is a success.
Henry Ford
“
“