Empowering Azure Developers with OpenAI

Talk presented at Global Azure Sydney 2024, showing how to make innovations which utilize OpenAI to boost developer productivity.

Transcript

1. EMPOWERING AZURE DEVELOPERS WITH OPENAI: BUILDING INTELLIGENT TOOLS 1 GLOBAL AZURE SUMMIT SYDNEY 2024
2. 2 • Currently hold all 13 certifications from AWS and 22 Microsoft Azure certifications • Organizer of the Melbourne Python Meetup • International speaker at 40+ events and conferences • Author and Instructor • Enjoy all things cloud, open- source, testing, and virtual reality @Renaldig @renaldigondosubroto @renaldig Renaldi Gondosubroto Software Engineer @ SEEK GLOBAL AZURE SUMMIT SYDNEY 2024
3. AGENDA • INTRODUCTION • CONFLUENCE OF AZURE AND OPENAI • BUILDING AI-DRIVEN DEVOPS SOLUTIONS • AI FOR THE SOFTWARE DEVELOPMENT WORKFLOW • FUTURE INITIATIVES 3 GLOBAL AZURE SUMMIT SYDNEY 2024
4. INTRODUCTION TO AI- POWERED DEVOPS NAVIGATING THE FUTURE 4 GLOBAL AZURE SUMMIT SYDNEY 2024
5. INTRODUCTION • How we can empower Azure developers with OpenAI • The need to explore AI-driven DevOps enhancements • Discuss Azure's Infrastructure, OpenAI's Capabilities, Integration Benefits 5 GLOBAL AZURE SUMMIT SYDNEY 2024
6. AZURE FOR DEVELOPERS • Azure DevOps: Complete suite for CI/CD pipelines • Azure Kubernetes Service: Simplify container management • Azure Monitor: Real-time application monitoring 6 GLOBAL AZURE SUMMIT SYDNEY 2024
7. CONFLUENCE OF AZURE AND OPENAI 7 GLOBAL AZURE SUMMIT SYDNEY 2024
8. OPENAI'S GPT IN DEPTH • Language understanding, code generation • Some applications include automating routine programming tasks, enhancing coding efficiency • Examples of integration include GitHub Copilot, customer service bots 8 GLOBAL AZURE SUMMIT SYDNEY 2024
9. AZURE + OPENAI: A POWERFUL DUO • Integrating GPT-3.5 and GPT-4 with Azure Functions for smart DevOps automation • Real-world application: AI-driven predictive analytics in Azure DevOps 9 GLOBAL AZURE SUMMIT SYDNEY 2024
10. BUILDING AI-DRIVEN DEVOPS SOLUTIONS 10 GLOBAL AZURE SUMMIT SYDNEY 2024
11. THREE SOLUTIONS TO LOOK AT • Integrating with Azure DevOps pipelines to predict and alert on potential deployment failures before they occur • Bot that understands natural language to understand and automatically resolve common issues reported on project repositories or DevOps Boards • Real-time code review and optimization suggestions both on the IDE and Azure 11 GLOBAL AZURE SUMMIT SYDNEY 2024
12. REVOLUTIONIZING CI/CD WITH AI • Case Study: Predicting CI pipeline failures with GPT-3.5 • Outcome: Reduced build failures, accelerated deployment cycles 12 GLOBAL AZURE SUMMIT SYDNEY 2024
13. BUILDING AN AI-POWERED DEVOPS ASSISTANT • Planning features to be automated alerts, coding suggestions, task automation • Implemented through integrating with Azure DevOps via Azure Logic Apps • Having the impact of enhanced productivity and reduced manual tasks 13 GLOBAL AZURE SUMMIT SYDNEY 2024
14. EXPANDED AI-POWERED ASSISTANT FOR AZURE DEVOPS PIPELINES 14 GLOBAL AZURE SUMMIT SYDNEY 2024
15. ALERTING BASED ON POTENTIAL FAILURE 15 GLOBAL AZURE SUMMIT SYDNEY 2024
16. ENHANCING CODE REVIEWS WITH AI • GPT-3-powered extensions for real-time coding advice in Azure's IDEs • It features coding standards enforcement, bug detection, performance optimization tips • Has the advantages of code quality and educational feedback for developers 16 GLOBAL AZURE SUMMIT SYDNEY 2024
17. WORKING WITH COPILOT • Usually used in helping write code • Can add an additional step in the CI/CD pipeline to check PRs • Work with Copilot for Azure DevOps 17 GLOBAL AZURE SUMMIT SYDNEY 2024
18. AI FOR REAL-TIME OPERATIONAL INSIGHTS • Leveraging AI for monitoring Azure deployments and operational health • Using Azure Application Insights and GPT for anomaly detection and diagnostics • Examples of proactive issue resolution and performance optimization 18 GLOBAL AZURE SUMMIT SYDNEY 2024
19. EXPANDED BOT FOR AUTOMATING ISSUE RESOLUTION 19 GLOBAL AZURE SUMMIT SYDNEY 2024
20. FUNCTION TO RESOLVE ISSUES 20 GLOBAL AZURE SUMMIT SYDNEY 2024
21. FUNCTION TO AUTOMATE THE RESOLUTION 21 GLOBAL AZURE SUMMIT SYDNEY 2024
22. SHORT DEMO 22 GLOBAL AZURE SUMMIT SYDNEY 2024
23. SAMPLE RESOLUTION 23 GLOBAL AZURE SUMMIT SYDNEY 2024
24. PERSONALIZING GPT MODELS FOR YOUR PROJECTS • Custom training GPT models with Azure Machine Learning on your code repositories • Advantages: Tailored coding assistance, more accurate and relevant insights 24 GLOBAL AZURE SUMMIT SYDNEY 2024
25. NAVIGATING AI INTEGRATION CHALLENGES • Addressing data privacy, model security within Azure's ecosystem • Ensuring GPT model relevance and accuracy through continuous training • Adapting AI tools to evolving project needs and developer feedback 25 GLOBAL AZURE SUMMIT SYDNEY 2024
26. THE CONTINUED ROLE OF AI IN SOFTWARE DEVELOPMENT • Predicting advancements in AI models and their integration methods • The growing role of AI in automating and optimizing development processes • Potential for AI to personalize development tools and environments 26 GLOBAL AZURE SUMMIT SYDNEY 2024
27. AI FOR THE SOFTWARE DEVELOPMENT WORKFLOW 27 GLOBAL AZURE SUMMIT SYDNEY 2024
28. IMPLEMENTING AI IN YOUR DEVOPS WORKFLOW • Experiment with including an extra step in the workflow • See how well people respond to automation and the extra check • Provide the appropriate resources and training 28 GLOBAL AZURE SUMMIT SYDNEY 2024
29. IN-DEPTH: AI-POWERED CONTINUOUS INTEGRATION • Keep track of key metrics • Understand the efficiency gains obtained 29 GLOBAL AZURE SUMMIT SYDNEY 2024
30. KEY METRICS TO MEASURE • Accuracy and Quality of Output: o Code Quality o Bug Rate • Developer Productivity: o Time Saved o Task Automation • Integration and Deployment Metrics: o Deployment Frequency o Lead Time for Changes 30 GLOBAL AZURE SUMMIT SYDNEY 2024
31. KEY METRICS TO MEASURE CONT. • Performance and Efficiency: o Resource Utilization o Execution Time • Stability and Reliability: o Change Failure Rate o Recovery Time • User and Developer Satisfaction: o Feedback from Developers o Adoption Rate 31 GLOBAL AZURE SUMMIT SYDNEY 2024
32. AI-DRIVEN CONTINUOUS DEPLOYMENT • How AI predicts deployment issues before they impact production • Integrating GPT insights with Azure Pipelines for smarter CD strategies • Preventing you from waking up at 5 am due to a production incident 32 GLOBAL AZURE SUMMIT SYDNEY 2024
33. ENHANCING DEVELOPER EXPERIENCE WITH AI • AI's role in providing real-time coding assistance and learning resources • Integrating GPT-powered suggestions within Azure's development tools • How user interactions improve AI assistance over time 33 GLOBAL AZURE SUMMIT SYDNEY 2024
34. COLLABORATIVE AI: TEAM DYNAMICS AND PROJECT MANAGEMENT • AI's impact on team collaboration and project management within Azure DevOps • Automating routine project management tasks with AI • Enhancing communication and task allocation through AI insights 34 GLOBAL AZURE SUMMIT SYDNEY 2024
35. ETHICAL CONSIDERATIONS AND BEST PRACTICES • Emphasis of ethical use of AI with privacy, security, and bias mitigation • Best practices for ethical AI integration in Azure-powered projects • Community standards and guidelines for responsible AI development 35 GLOBAL AZURE SUMMIT SYDNEY 2024
36. FUTURE INITIATIVES 36 GLOBAL AZURE SUMMIT SYDNEY 2024
37. THE PATH FORWARD WITH AI IN DEVOPS • Experimentation and continuous learning are key • Developer community plays a crucial role in shaping the future of AI in DevOps • Further open-source tools to integrate with DevOps CI/CD processes 37 GLOBAL AZURE SUMMIT SYDNEY 2024
38. KEY TAKEAWAYS • Azure and OpenAI together enhance DevOps with AI-driven insights and automation. • AI predicts and mitigates CI/CD pipeline issues, boosting reliability and efficiency. • AI-powered tools automate routine tasks, offer coding guidance, and streamline issue resolution. • Tailoring GPT models to your codebase yields personalized, actionable insights. • Real-time AI analytics improve deployment strategies and operational monitoring. • AI enriches the developer experience with immediate, context-aware assistance. 38 GLOBAL AZURE SUMMIT SYDNEY 2024
39. 39 Q&A @Renaldig @renaldigondosubroto @renaldig GLOBAL AZURE SUMMIT SYDNEY 2024
40. THANK YOU RENALDI GONDOSUBROTO RENALDIGONDOSUBROTO@YAHOO.COM WWW.RENALDIGONDOSUBROTO.COM 40 @Renaldig @renaldigondosubroto @renaldig GLOBAL AZURE SUMMIT SYDNEY 2024