2016 - DevOps Meets APIs - Model once. Benefit everywhere.
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Presentation by Marc MacLeod Models are a critical for DevOps. Without models, collaboration, automation, and process improvement across the organization is slow and expensive. API models are emerging as a way to address these problems.
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Software needs to be awesome, resilient, available and “secure”, but Security has long been a big roadblock to fast deployments and software improvement. What if it wasn’t?
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Explaining GitHub Actions Failures with Large Language Models Challenges, In...
Explaining GitHub Actions Failures with Large Language Models Challenges, In...ssuserb14185 GitHub Actions (GA) has become the de facto tool that developers use to automate software workflows, seamlessly building, testing, and deploying code. Yet when GA fails, it disrupts development, causing delays and driving up costs. Diagnosing failures becomes especially challenging because error logs are often long, complex and unstructured. Given these difficulties, this study explores the potential of large language models (LLMs) to generate correct, clear, concise, and actionable contextual descriptions (or summaries) for GA failures, focusing on developers’ perceptions of their feasibility and usefulness. Our results show that over 80% of developers rated LLM explanations positively in terms of correctness for simpler/small logs. Overall, our findings suggest that LLMs can feasibly assist developers in understanding common GA errors, thus, potentially reducing manual analysis. However, we also found that improved reasoning abilities are needed to support more complex CI/CD scenarios. For instance, less experienced developers tend to be more positive on the described context, while seasoned developers prefer concise summaries. Overall, our work offers key insights for researchers enhancing LLM reasoning, particularly in adapting explanations to user expertise.
https://arxiv.org/abs/2501.16495
Designing AI-Powered APIs on Azure: Best Practices& Considerations
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FL Studio Producer Edition Crack 2025 Full Version
FL Studio Producer Edition Crack 2025 Full Versiontahirabibi60507 Copy & Past Link 👉👉
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FL Studio is a Digital Audio Workstation (DAW) software used for music production. It's developed by the Belgian company Image-Line. FL Studio allows users to create and edit music using a graphical user interface with a pattern-based music sequencer.
The Significance of Hardware in Information Systems.pdf
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How to Batch Export Lotus Notes NSF Emails to Outlook PST Easily?
How to Batch Export Lotus Notes NSF Emails to Outlook PST Easily?steaveroggers Migrating from Lotus Notes to Outlook can be a complex and time-consuming task, especially when dealing with large volumes of NSF emails. This presentation provides a complete guide on how to batch export Lotus Notes NSF emails to Outlook PST format quickly and securely. It highlights the challenges of manual methods, the benefits of using an automated tool, and introduces eSoftTools NSF to PST Converter Software — a reliable solution designed to handle bulk email migrations efficiently. Learn about the software’s key features, step-by-step export process, system requirements, and how it ensures 100% data accuracy and folder structure preservation during migration. Make your email transition smoother, safer, and faster with the right approach.
Read More:- https://www.esofttools.com/nsf-to-pst-converter.html
Exploring Code Comprehension in Scientific Programming: Preliminary Insight...
Exploring Code Comprehension in Scientific Programming: Preliminary Insight...University of Hawai‘i at Mānoa
2016 - DevOps Meets APIs - Model once. Benefit everywhere.
- 1. DevOps meets APIs. Model once, benefit everywhere. Marc MacLeod CEO, StopLight.io
- 2. “aims at establishing a culture and environment where building, testing, and releasing software, can happen rapidly, frequently, and more reliably” - Wikipedia + 3?
- 3. Me Buddy Departments Services Background Processes Orchestration Layers Value Production Efficiency Loss DEVOPS
- 4. “aims at establishing a culture and environment where building, testing, and releasing software, can happen rapidly, frequently, and more reliably” - Wikipedia + 3?
- 5. “aims at establishing a culture and environment that maximizes predictable efficiency”
- 6. Services -> Microservices -> Serverless
- 8. Coding SDKs Monitoring Testing Documentation Compliance API Process, Microservices Service A Coding SDKs Monitoring Testing Documentation Compliance Service B Coding SDKs Monitoring Testing Documentation Compliance Service D Coding SDKs Monitoring Testing Documentation Compliance Service D
- 10. Docs - Technical WritersTesting - QA Implementation - Engineering
- 12. Docs - Technical WritersTesting - QA
- 14. This sucks.
- 15. So tests often end up looking like this…
- 16. Problem #1 Communication Problem #2 Duplication Problem #3 Thoroughness Significant In-efficiencies
- 17. API Specifications OpenAPI Specification (Swagger) RAML Blueprint
- 18. Response structures + examples Request structures + examples + descriptions Example OAS / Swagger
- 20. Fuzz Testing
- 22. Single Source of Truth
- 23. Problem #1 Communication Problem #2 Duplication Problem #3 Thoroughness Single point of reference for all stakeholders. Single source for artifact generation. Single place to update.
- 24. Contract Testing Succinct assertions that leverage our “contract”. Describe the request. Our “contract” from earlier. Tests! Bi-Directional
- 25. One portable file, that programmatically and thoroughly describes your entire API contract, and includes the simple test flows to prove that contract is still valid. Contract Testing
- 27. Spec File (contract) Documentation Testing SDKs Mocking Monitoring (contract testing) Compliance
- 28. Model Once. Benefit Everywhere. Reduce departmental friction. Reduce duplication. Reduce inconsistencies / errors. = Increase organizational efficiency.