How to Be More Productive With AI Development Assistance
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AI is transforming seemingly all kinds of human activities, and software development is the next frontier. OutSystems is leading this transformation, focused on augmenting developers with built-in, intelligent assistance that makes you more productive and doing less grunt work. Learn how in this session!
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How to Be More Productive With AI Development Assistance
- 1. | Change session name in master slide How to be more productive with AI-Assisted Development NextStep 2019
- 2. | Change session name in master slide| Change session name in master slide @ bhavin.patel@outsystems.com Bhavin Patel Sr. Solution Architect | OutSystems @ antonio.alegria@outsystems.co m Antonio Alegria Head of AI | Company @antonioalegria
- 3. | Change session name in master slide| Change session name in master slide OutSystems One Core Goal
- 4. | Change session name in master slide| Change session name in master slide Extreme Agility without Limits
- 5. | Change session name in master slide| Change session name in master slide Explorer Novice Professional Master
- 6. | Change session name in master slide| Change session name in master slide What if we could accelerate Pros and help beginners learn while doing?
- 7. | Change session name in master slide| Change session name in master slide Explorer Novice Professional Master Guide Accelerate
- 8. | Change session name in master slide| Change session name in master slide 40% of new projects will have AI Co-Developers in the Team, by 2022 Gartner
- 9. | Change session name in master slide| Change session name in master slide Workflow Builder Architecture Dashboard AI Infusion across the Software Development Lifecycle Plan Design Prototype Develop Assure Quality Deploy Release Monitor Operate Service Studio
- 10. | Change session name in master slide| Change session name in master slide AI-Assisted Development presenting
- 11. | Change session name in master slide| Change session name in master slide ● Inline next step suggestions in any flow, anywhere in the flow ● Between 1 and 6 suggestions ● Suggestions specific to your business logic ● Attempts to auto-fill node properties ● Models are evolving every week
- 12. | Change session name in master slide| Change session name in master slide Lets see it in action! Demo
- 13. | Change session name in master slide| Change session name in master slide How do we do it? Anonymized Flow Data 1 X-Ray Deep Code Analysis & Normalization 2
- 14. | Change session name in master slide| Change session name in master slide GetProducts Check If GetProducts is Empty ExcelToRecordList For Each ExcelToRecordList CreateProduct ProductRecord Set ProductRecord X-Ray Deep Code Analysis & Normalization
- 15. | Change session name in master slide| Change session name in master slide Get List of Entity X Check if A is Empty ExcelToRecordList of X For Each X in B Create X with D Set D D READ READ READ WRITE WRITE WRITE WRITE X-Ray Deep Code Analysis & Normalization Aggregate Output: RecordList of X RecordList of X Local Var Record of X Record of X A B C D
- 16. | Change session name in master slide| Change session name in master slide How do we do it? Anonymized Flow Data 1 X-Ray Deep Code Analysis & Normalization 2 Code DNA Graph Neural Code Understanding 3
- 17. | Change session name in master slide| Change session name in master slide ● Learns patterns and micro- patterns from code examples ● State-of-the-Art Graph Neural Networks ● Model ensemble: multiple Deep Learning models for more accurate predictions ● Core technology underpinning other AI infusion Code DNA Graph Neural Code Understanding
- 18. | Change session name in master slide| Change session name in master slide ... 71% 15% 3% 0% ... Prediction of Next Node X-Ray Deep Code Analysis & Normalization Anonymized Flow Data How do we do it? Code DNA Graph Neural Code Understanding
- 19. | Change session name in master slide| Change session name in master slide How do we do it? Continuous improvements learned, every week Anonymized Flow Data 1 X-Ray Deep Code Analysis & Normalization 2 Code DNA Graph Neural Code Understanding 3 Assistant Usage Data & Feedback Loop 4
- 20. | Change session name in master slide| Change session name in master slide 65% Accuracy in Top-1 Suggestion When confident a single super accurate suggestion Suggests CRUD Wrappers instead of default CRUDs Keyboard support Suggest main entity for Aggregates Auto-fill properties Inline suggestions anywhere in the flow If & For-Each Suggestions AI-Assisted Development Highlight high-confidence suggestions 1 to 6 suggestions Suggest common Actions Suggest the right Entity Actions Drag connector for suggestions Works in any flow kind Automatic binding in assigns 90% Accuracy in Top-3 suggestions
- 21. | Change session name in master slide| Change session name in master slide Available today in Service Studio beta GA in November 2019
- 22. | Change session name in master slide| Change session name in master slide Data Mapping What’s coming? Pattern Suggestions Infusion in other OutSystems Tools Beginner Guidance
- 23. | Change session name in master slide Thank You!
- 24. | Change session name in master slide Thank You!
- 25. | Change session name in master slide Thank You!
Editor's Notes
- We learn and improve by going through multiple projects and scenarios and integrating patterns on how to deal with different programming challenges. Ever since we started programming, through different programming languages until we use OutSystems. Every experience is reintegrated with more and more pattern matching.
- What’s New? Market-leading prediction accuracy (First suggestion is right ⅔ of the time) Specific suggestions for Aggregates, Actions & more! (e.g. Get Customer, CreateAndUpdate Order, List Append, etc...) Automatic binding of properties in some cases (e.g. Action params, Aggregate source and filters, Assign vars, etc...) New sophisticated & streamlined UI (more beautiful, easier to read, without affecting your regular flow) Keyboard Enabled! (more beautiful, easier to read, without affecting your regular flow)
- In order to power our current AI Assistant we leverage anonymous Service Studio usage data on flows and development patterns. No personal data or application-level data is collected (e.g. data that is produced and consumed by customers applications). Furthermore, the usage of the assistant will also provide us feedback data to continuously improve the Machine Learning algorithms and the resulting predictions.
- What’s New? Market-leading prediction accuracy (First suggestion is right ⅔ of the time) Specific suggestions for Aggregates, Actions & more! (e.g. Get Customer, CreateAndUpdate Order, List Append, etc...) Automatic binding of properties in some cases (e.g. Action params, Aggregate source and filters, Assign vars, etc...) New sophisticated & streamlined UI (more beautiful, easier to read, without affecting your regular flow) Keyboard Enabled! (more beautiful, easier to read, without affecting your regular flow)
- What’s coming down the pipeline? Further improved accuracy, specific suggestions & automatic binding for more cases! Proactive Assistance (when it has high confidence, show user what she’s missing) Novice Assistance (explain suggestions & use Assistant to inject enablement for key friction points) Pattern Suggestions (go from next step to next pattern) Also, these base models are powering some new capabilities used for architecture analysis, refactoring and pattern discovery. Data Matching