My presentation on need for resiliency and how to achieve using Netflix Hystrix. This was received well across the team and uploading for the sake of others
Resilience becomes a must. Actually resilience is an issue for a long time, but with ever-increasing distribution it becomes a must. But how can we implement resilience into our applications? Hystrix, an open-source library developed by Netflix provides a nice starting point. It provides downstream isolation by implementing patterns like timeout, circuit breaker and load shedder. This presentation gives an introduction into Hystrix, providing lots of code examples.
Hystrix is a latency and fault tolerance library used to isolate points of access to remote systems, services and 3rd party libraries, stop failures from cascading, and enable resilience in complex distributed systems. The presentation covered how to create Hystrix commands to wrap calls to external dependencies, use monitoring and dashboards to monitor circuit breaker states and metrics, and examples of how Finn has used Hystrix including request collapsing to batch calls. Key learnings included that graceful degradation is an important mindset change, nested commands can work but require care, and errors detected client-side with Hystrix may not always require application restarts.
Javaone 2016 - Operational Excellence with HystrixBilly Yuen
This document discusses how Intuit implemented Hystrix, a resiliency library created by Netflix, to improve the reliability of Quickbooks Online (QBO). It describes challenges QBO faced with microservices architecture including cascade failures. It provides an overview of how Hystrix helps with circuit breaking, fallback handling, and metrics. The document also shares Intuit's experience applying Hystrix to legacy code, testing for failures, monitoring metrics, and improving the production support process.
Performance and Fault Tolerance for the Netflix API - QCon Sao PauloBen Christensen
Presented at QCon Sao Paulo on August 4th 2012 (http://qconsp.com/palestrante/ben-christensen)
The Netflix API receives over a billion requests a day which translates into multiple billions of calls to underlying systems in the Netflix service-oriented architecture. These requests come from more than 800 different devices ranging from gaming consoles like the PS3, XBox and Wii to set-top boxes, TVs and mobile devices such as Android and iOS.
This presentation describes how the Netflix API supports those devices and achieves fault tolerance in a distributed architecture while depending on dozens of systems which can fail at any time. It also explains how a new system design allows each device to optimize API calls to their unique needs and leverage concurrency on the server-side to improve their performance.
(Some slides have been modified and notes included for readability and understanding of content without accompanying speech.)
This document discusses distributed systems, fault tolerance, and reactive programming. It mentions Netflix's Hystrix library for implementing fault tolerance in distributed systems using techniques like circuit breakers, timeouts, and fallback mechanisms. It also discusses reactive programming concepts from the Reactive Manifesto including concurrency, real-time operations, and reactive extensions libraries for Java, Scala, and other languages.
The document discusses various techniques for decomposing systems, including:
1. Decomposing algorithms and software systems into smaller subroutines and modules to simplify logic and improve structure. This includes techniques like structured analysis.
2. Decomposing a system vertically by concerns or functionally to create smaller and more focused services and classes.
3. Considering factors like communication style, data persistence, and deployment scenarios when decomposing a monolith application into microservices. Principles like the "Scale Cube" can guide this.
4. Tips for a gradual and careful decomposition include starting with loosely coupled components, focusing on single functions, automating processes, and cross-training developers. Rushing or choosing
React is a JavaScript library for building user interfaces that uses a component-based approach. Components allow the user interface to be split into independent, reusable pieces. Data flows in one direction through the application via actions and a centralized state, rather than having two-way data binding. This unidirectional data flow model helps avoid bugs and makes the app more predictable and efficient. React uses a virtual DOM for rendering components, allowing it to efficiently update the real DOM when data changes.
This document summarizes two important papers on OS-based virtualization: "Jails: Confining the Omnipotent Root" and "Solaris Zones: Operating System Support for Consolidating Commercial Workloads". It discusses how Jails introduced the concept of isolating processes within a shared operating system through chroot and resource controls. It also discusses how Solaris Zones built upon this with more robust process, network, and filesystem isolation for consolidating workloads. Both technologies have continued evolving over time and inspired each other's development.
Down Memory Lane: Two Decades with the Slab Allocatorbcantrill
The document discusses the slab allocator, which was created two decades ago by Jeff Bonwick to efficiently manage kernel memory. The author describes loving several key aspects of the slab allocator, including its caching, debugging support, integration with tools like MDB, and porting to userspace as libumem. While libumem had worse performance than other allocators for small allocations, per-thread caching was later added to improve it. The slab allocator remains central to illumos and has stood the test of time due to its thoughtful design.
Oral tradition in software engineering: Passing the craft across generationsbcantrill
The document discusses the importance of oral tradition in software engineering for preserving cultural values, skills, and stories. It provides examples of oral traditions from early software engineering days when documentation was rare and knowledge was passed down verbally. Key stories that have been preserved, like "The Story of Mel" and accounts from Unix development, have become seminal works. The rise of internet media has allowed more software engineering oral traditions to be documented and shared.
Anne-Marie Charrett is Head of Engineering (Testing) at Tyro Payments, which recently acquired a banking license. She discusses testing challenges with microservices architecture and diversifying testing strategies when risks are high. Key points include: (1) microservices allow independent deployment but make testing deployment and data schema changes harder, (2) risk levels depend on system size and understanding, and boundaries are blurred, (3) an effective strategy diversifies tester skills, test data, environments, and focuses on security, performance and deployment testing.
Hands-on Hystrix - Best Practices und Stolperfalleninovex GmbH
Ausfälle im Betrieb kennt jeder – und dennoch ist man selten ausreichend darauf vorbereitet. Allerdings könnten viele dieser Ausfälle deutlich abgemildert oder gar gänzlich verhindert werden. Netflix hat das Problem erkannt und die Bibliothek Hystrix entwickelt, die Entwickler bei der Implementierung von Resilience Patterns wie „Fail Fast“ und „Graceful Degradation“ unterstützt. In einer Microservice-Architektur vergleichbar mit Netflix kann die Anzahl von abhängigen Services nochmal deutlich ansteigen und Hystrix in einem solchen Szenario seine Stärken ausspielen. Überraschungen kann es aber auch bei Hystrix geben. Um diesen entgegenzuwirken bietet dieser Talk Erfahrungen und Beispiele aus bereits angepassten Anwendungen für die Integration von Hystrix. Eine Demo mit den kleinen Diensten zeigt, wie kleine Ursachen große Ausfälle auslösen können. Mit Hystrix im Einsatz dagegen werden die Folgen durch automatische Behandlung der Fehler minimiert.
Event: JAX 2016, 19.04.2016
Speaker: Gerrit Brehmer
Mehr Tech-Voträge: https://www.inovex.de/de/content-pool/vortraege/
The Container Revolution: Reflections after the first decadebcantrill
The document summarizes the history and evolution of containers over the past decade and a half. It discusses:
- The origins of containers in Unix in the 1970s-80s with chroot. Early implementations in the 2000s included FreeBSD jails and Solaris zones.
- Docker in the early 2010s popularized containers by making them easy for developers to use. This helped accelerate adoption, especially with microservices.
- Joyent developed technologies like SmartOS zones, Manta, and Triton to take advantage of containers' performance and flexibility benefits compared to VMs.
- Going forward, frameworks should be more modular like libraries to maintain flexibility. Failure handling also needs work to make distributed container
The State of Cloud 2016: The whirlwind of creative destructionbcantrill
The document discusses the disruption caused by technological innovation like cloud computing and software. It argues that while disruption has traditionally impacted technology companies, software is now disrupting many other industries through innovations that threaten millions of jobs. This disruption has political consequences, as seen in the recent US election, where many voters felt left behind by economic changes. Going forward, the author argues that disruption will continue accelerating and challenges society to address the human costs of this disruption through greater education and understanding between groups.
Debugging (Docker) containers in productionbcantrill
The document discusses debugging containers in production environments. It begins by providing background on containers at Joyent and how Docker has increased adoption of containers. It then discusses challenges of debugging containers in production when failures occur, noting that containers must be debugged as distributed systems. The document advocates applying the scientific method to debugging by making observations, forming hypotheses and predictions, and testing those predictions through experiments or further observation. Debugging is framed as a process of iterative refinement of understanding rather than simply making problems go away.
The document discusses characteristics of microservice architectures. It defines microservices as independently deployable services that communicate through lightweight mechanisms like HTTP APIs. Key characteristics include: componentization via services; organization around business capabilities rather than technology; treating services as products with long-term support; decentralized governance, data, and infrastructure; and designing for failure and evolutionary development. The document also compares microservices to monoliths and alternative approaches like self-contained systems.
Authorization and Authentication in Microservice EnvironmentsLeanIX GmbH
Loggin in to a website seems easy. But what seems so simple, is only easy as long as the website is based on a monolith in the background. But what happens, if there are lots of microservices at work? How do the microservices know that the user is who he is and how can this be achieved efficiently? The use of JSON Web Tokens (JWT) can be a solution.
Presentation from the 2017 microXchg Conference in Berlin.
Microservice architecture is gaining popularity in the community, as large scale websites, such as Netflix and Amazon, adopted this paradigm and achieved better scalability. In this talk, we will cover issues with monolithic approach, how microservice architecture addresses those issues, and how it works in the real world.
1) The document discusses microservices and REST architectures. It defines microservices as small, focused pieces of software that are independently developed and deployed.
2) REST is described as an architectural style using HTTP as a stateless protocol and uniform interfaces to access resources. The key constraints of REST like client-server, statelessness and cacheability are explained.
3) The document advocates for building microservices that expose functionality through RESTful APIs and HTTP to allow independent development and deployment of services.
Les Hazlewood, Stormpath co-founder and CTO and the Apache Shiro PMC Chair demonstrates how to design a beautiful REST + JSON API. Includes the principles of RESTful design, how REST differs from XML, tips for increasing adoption of your API, and security concerns.
Presentation video: https://www.youtube.com/watch?v=5WXYw4J4QOU
More info: http://www.stormpath.com/blog/designing-rest-json-apis
Further reading: http://www.stormpath.com/blog
Sign up for Stormpath: https://api.stormpath.com/register
Stormpath is a user management and authentication service for developers. By offloading user management and authentication to Stormpath, developers can bring applications to market faster, reduce development costs, and protect their users. Easy and secure, the flexible cloud service can manage millions of users with a scalable pricing model.
This document summarizes Senthilkumar Gopal's computational photography portfolio from Georgia Tech. It includes summaries of 11 assignments completed as part of the program. The assignments covered topics like camera obscura, HDR imaging, panoramas, feature detection, and video textures. Through the assignments, Senthilkumar learned techniques like pyramid blending, gradient filters, and building image processing pipelines. He also demonstrated going above and beyond the assignments by experimenting with different techniques.
IBM Index Conference - 10 steps to build token based API SecuritySenthilkumar Gopal
"10 steps to build token based API Security" is a presentation about building robust token systems for protecting APIs. This was presented as part of Index Conference.
BDD using Cucumber discusses behavior driven development and the Cucumber tool, noting that it allows defining software requirements and tests in a way that is readable by technical and non-technical audiences alike using examples and scenarios. The document touches on why BDD is useful, provides a customary sample, discusses real world samples, and asks if that covers everything before concluding.
This document provides an overview of Git commands and workflows:
- It introduces basic Git commands for setting up a local repository, adding and committing files, viewing the status and differences between commits, ignoring files, and more.
- Common workflows are demonstrated including cloning a repository, making changes and committing them locally, and pushing changes to a remote repository.
- More advanced topics are covered like branching, merging, rebasing, resolving conflicts, and using tools to help with these processes.
- Configuration options and tips are provided to customize Git behavior and inspect repositories.
The document is a presentation on responsive web design. It discusses the evolution of responsive design, how to develop responsive sites using techniques like media queries and CSS, tools to use, best practices, and how to get started with responsive design. It provides examples and recommendations for making sites responsive across different devices.
Solidworks Crack 2025 latest new + license codeaneelaramzan63
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The two main methods for installing standalone licenses of SOLIDWORKS are clean installation and parallel installation (the process is different ...
Disable your internet connection to prevent the software from performing online checks during installation
How can one start with crypto wallet development.pptxlaravinson24
This presentation is a beginner-friendly guide to developing a crypto wallet from scratch. It covers essential concepts such as wallet types, blockchain integration, key management, and security best practices. Ideal for developers and tech enthusiasts looking to enter the world of Web3 and decentralized finance.
Down Memory Lane: Two Decades with the Slab Allocatorbcantrill
The document discusses the slab allocator, which was created two decades ago by Jeff Bonwick to efficiently manage kernel memory. The author describes loving several key aspects of the slab allocator, including its caching, debugging support, integration with tools like MDB, and porting to userspace as libumem. While libumem had worse performance than other allocators for small allocations, per-thread caching was later added to improve it. The slab allocator remains central to illumos and has stood the test of time due to its thoughtful design.
Oral tradition in software engineering: Passing the craft across generationsbcantrill
The document discusses the importance of oral tradition in software engineering for preserving cultural values, skills, and stories. It provides examples of oral traditions from early software engineering days when documentation was rare and knowledge was passed down verbally. Key stories that have been preserved, like "The Story of Mel" and accounts from Unix development, have become seminal works. The rise of internet media has allowed more software engineering oral traditions to be documented and shared.
Anne-Marie Charrett is Head of Engineering (Testing) at Tyro Payments, which recently acquired a banking license. She discusses testing challenges with microservices architecture and diversifying testing strategies when risks are high. Key points include: (1) microservices allow independent deployment but make testing deployment and data schema changes harder, (2) risk levels depend on system size and understanding, and boundaries are blurred, (3) an effective strategy diversifies tester skills, test data, environments, and focuses on security, performance and deployment testing.
Hands-on Hystrix - Best Practices und Stolperfalleninovex GmbH
Ausfälle im Betrieb kennt jeder – und dennoch ist man selten ausreichend darauf vorbereitet. Allerdings könnten viele dieser Ausfälle deutlich abgemildert oder gar gänzlich verhindert werden. Netflix hat das Problem erkannt und die Bibliothek Hystrix entwickelt, die Entwickler bei der Implementierung von Resilience Patterns wie „Fail Fast“ und „Graceful Degradation“ unterstützt. In einer Microservice-Architektur vergleichbar mit Netflix kann die Anzahl von abhängigen Services nochmal deutlich ansteigen und Hystrix in einem solchen Szenario seine Stärken ausspielen. Überraschungen kann es aber auch bei Hystrix geben. Um diesen entgegenzuwirken bietet dieser Talk Erfahrungen und Beispiele aus bereits angepassten Anwendungen für die Integration von Hystrix. Eine Demo mit den kleinen Diensten zeigt, wie kleine Ursachen große Ausfälle auslösen können. Mit Hystrix im Einsatz dagegen werden die Folgen durch automatische Behandlung der Fehler minimiert.
Event: JAX 2016, 19.04.2016
Speaker: Gerrit Brehmer
Mehr Tech-Voträge: https://www.inovex.de/de/content-pool/vortraege/
The Container Revolution: Reflections after the first decadebcantrill
The document summarizes the history and evolution of containers over the past decade and a half. It discusses:
- The origins of containers in Unix in the 1970s-80s with chroot. Early implementations in the 2000s included FreeBSD jails and Solaris zones.
- Docker in the early 2010s popularized containers by making them easy for developers to use. This helped accelerate adoption, especially with microservices.
- Joyent developed technologies like SmartOS zones, Manta, and Triton to take advantage of containers' performance and flexibility benefits compared to VMs.
- Going forward, frameworks should be more modular like libraries to maintain flexibility. Failure handling also needs work to make distributed container
The State of Cloud 2016: The whirlwind of creative destructionbcantrill
The document discusses the disruption caused by technological innovation like cloud computing and software. It argues that while disruption has traditionally impacted technology companies, software is now disrupting many other industries through innovations that threaten millions of jobs. This disruption has political consequences, as seen in the recent US election, where many voters felt left behind by economic changes. Going forward, the author argues that disruption will continue accelerating and challenges society to address the human costs of this disruption through greater education and understanding between groups.
Debugging (Docker) containers in productionbcantrill
The document discusses debugging containers in production environments. It begins by providing background on containers at Joyent and how Docker has increased adoption of containers. It then discusses challenges of debugging containers in production when failures occur, noting that containers must be debugged as distributed systems. The document advocates applying the scientific method to debugging by making observations, forming hypotheses and predictions, and testing those predictions through experiments or further observation. Debugging is framed as a process of iterative refinement of understanding rather than simply making problems go away.
The document discusses characteristics of microservice architectures. It defines microservices as independently deployable services that communicate through lightweight mechanisms like HTTP APIs. Key characteristics include: componentization via services; organization around business capabilities rather than technology; treating services as products with long-term support; decentralized governance, data, and infrastructure; and designing for failure and evolutionary development. The document also compares microservices to monoliths and alternative approaches like self-contained systems.
Authorization and Authentication in Microservice EnvironmentsLeanIX GmbH
Loggin in to a website seems easy. But what seems so simple, is only easy as long as the website is based on a monolith in the background. But what happens, if there are lots of microservices at work? How do the microservices know that the user is who he is and how can this be achieved efficiently? The use of JSON Web Tokens (JWT) can be a solution.
Presentation from the 2017 microXchg Conference in Berlin.
Microservice architecture is gaining popularity in the community, as large scale websites, such as Netflix and Amazon, adopted this paradigm and achieved better scalability. In this talk, we will cover issues with monolithic approach, how microservice architecture addresses those issues, and how it works in the real world.
1) The document discusses microservices and REST architectures. It defines microservices as small, focused pieces of software that are independently developed and deployed.
2) REST is described as an architectural style using HTTP as a stateless protocol and uniform interfaces to access resources. The key constraints of REST like client-server, statelessness and cacheability are explained.
3) The document advocates for building microservices that expose functionality through RESTful APIs and HTTP to allow independent development and deployment of services.
Les Hazlewood, Stormpath co-founder and CTO and the Apache Shiro PMC Chair demonstrates how to design a beautiful REST + JSON API. Includes the principles of RESTful design, how REST differs from XML, tips for increasing adoption of your API, and security concerns.
Presentation video: https://www.youtube.com/watch?v=5WXYw4J4QOU
More info: http://www.stormpath.com/blog/designing-rest-json-apis
Further reading: http://www.stormpath.com/blog
Sign up for Stormpath: https://api.stormpath.com/register
Stormpath is a user management and authentication service for developers. By offloading user management and authentication to Stormpath, developers can bring applications to market faster, reduce development costs, and protect their users. Easy and secure, the flexible cloud service can manage millions of users with a scalable pricing model.
This document summarizes Senthilkumar Gopal's computational photography portfolio from Georgia Tech. It includes summaries of 11 assignments completed as part of the program. The assignments covered topics like camera obscura, HDR imaging, panoramas, feature detection, and video textures. Through the assignments, Senthilkumar learned techniques like pyramid blending, gradient filters, and building image processing pipelines. He also demonstrated going above and beyond the assignments by experimenting with different techniques.
IBM Index Conference - 10 steps to build token based API SecuritySenthilkumar Gopal
"10 steps to build token based API Security" is a presentation about building robust token systems for protecting APIs. This was presented as part of Index Conference.
BDD using Cucumber discusses behavior driven development and the Cucumber tool, noting that it allows defining software requirements and tests in a way that is readable by technical and non-technical audiences alike using examples and scenarios. The document touches on why BDD is useful, provides a customary sample, discusses real world samples, and asks if that covers everything before concluding.
This document provides an overview of Git commands and workflows:
- It introduces basic Git commands for setting up a local repository, adding and committing files, viewing the status and differences between commits, ignoring files, and more.
- Common workflows are demonstrated including cloning a repository, making changes and committing them locally, and pushing changes to a remote repository.
- More advanced topics are covered like branching, merging, rebasing, resolving conflicts, and using tools to help with these processes.
- Configuration options and tips are provided to customize Git behavior and inspect repositories.
The document is a presentation on responsive web design. It discusses the evolution of responsive design, how to develop responsive sites using techniques like media queries and CSS, tools to use, best practices, and how to get started with responsive design. It provides examples and recommendations for making sites responsive across different devices.
Solidworks Crack 2025 latest new + license codeaneelaramzan63
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The two main methods for installing standalone licenses of SOLIDWORKS are clean installation and parallel installation (the process is different ...
Disable your internet connection to prevent the software from performing online checks during installation
How can one start with crypto wallet development.pptxlaravinson24
This presentation is a beginner-friendly guide to developing a crypto wallet from scratch. It covers essential concepts such as wallet types, blockchain integration, key management, and security best practices. Ideal for developers and tech enthusiasts looking to enter the world of Web3 and decentralized finance.
TestMigrationsInPy: A Dataset of Test Migrations from Unittest to Pytest (MSR...Andre Hora
Unittest and pytest are the most popular testing frameworks in Python. Overall, pytest provides some advantages, including simpler assertion, reuse of fixtures, and interoperability. Due to such benefits, multiple projects in the Python ecosystem have migrated from unittest to pytest. To facilitate the migration, pytest can also run unittest tests, thus, the migration can happen gradually over time. However, the migration can be timeconsuming and take a long time to conclude. In this context, projects would benefit from automated solutions to support the migration process. In this paper, we propose TestMigrationsInPy, a dataset of test migrations from unittest to pytest. TestMigrationsInPy contains 923 real-world migrations performed by developers. Future research proposing novel solutions to migrate frameworks in Python can rely on TestMigrationsInPy as a ground truth. Moreover, as TestMigrationsInPy includes information about the migration type (e.g., changes in assertions or fixtures), our dataset enables novel solutions to be verified effectively, for instance, from simpler assertion migrations to more complex fixture migrations. TestMigrationsInPy is publicly available at: https://github.com/altinoalvesjunior/TestMigrationsInPy.
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Pixologic ZBrush, now developed by Maxon, is a premier digital sculpting and painting software renowned for its ability to create highly detailed 3D models. Utilizing a unique "pixol" technology, ZBrush stores depth, lighting, and material information for each point on the screen, allowing artists to sculpt and paint with remarkable precision .
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F-Secure Freedome VPN is a virtual private network service developed by F-Secure, a Finnish cybersecurity company. It offers features such as Wi-Fi protection, IP address masking, browsing protection, and a kill switch to enhance online privacy and security .
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Adobe Master Collection CC (Creative Cloud) is a comprehensive subscription-based package that bundles virtually all of Adobe's creative software applications. It provides access to a wide range of tools for graphic design, video editing, web development, photography, and more. Essentially, it's a one-stop-shop for creatives needing a broad set of professional tools.
Key Features and Benefits:
All-in-one access:
The Master Collection includes apps like Photoshop, Illustrator, InDesign, Premiere Pro, After Effects, Audition, and many others.
Subscription-based:
You pay a recurring fee for access to the latest versions of all the software, including new features and updates.
Comprehensive suite:
It offers tools for a wide variety of creative tasks, from photo editing and illustration to video editing and web development.
Cloud integration:
Creative Cloud provides cloud storage, asset sharing, and collaboration features.
Comparison to CS6:
While Adobe Creative Suite 6 (CS6) was a one-time purchase version of the software, Adobe Creative Cloud (CC) is a subscription service. CC offers access to the latest versions, regular updates, and cloud integration, while CS6 is no longer updated.
Examples of included software:
Adobe Photoshop: For image editing and manipulation.
Adobe Illustrator: For vector graphics and illustration.
Adobe InDesign: For page layout and desktop publishing.
Adobe Premiere Pro: For video editing and post-production.
Adobe After Effects: For visual effects and motion graphics.
Adobe Audition: For audio editing and mixing.
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PDF Reader Pro is a software application, often referred to as an AI-powered PDF editor and converter, designed for viewing, editing, annotating, and managing PDF files. It supports various PDF functionalities like merging, splitting, converting, and protecting PDFs. Additionally, it can handle tasks such as creating fillable forms, adding digital signatures, and performing optical character recognition (OCR).
Secure Test Infrastructure: The Backbone of Trustworthy Software DevelopmentShubham Joshi
A secure test infrastructure ensures that the testing process doesn’t become a gateway for vulnerabilities. By protecting test environments, data, and access points, organizations can confidently develop and deploy software without compromising user privacy or system integrity.
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Maxon Cinema 4D 2025 is the latest version of the Maxon's 3D software, released in September 2024, and it builds upon previous versions with new tools for procedural modeling and animation, as well as enhancements to particle, Pyro, and rigid body simulations. CG Channel also mentions that Cinema 4D 2025.2, released in April 2025, focuses on spline tools and unified simulation enhancements.
Key improvements and features of Cinema 4D 2025 include:
Procedural Modeling: New tools and workflows for creating models procedurally, including fabric weave and constellation generators.
Procedural Animation: Field Driver tag for procedural animation.
Simulation Enhancements: Improved particle, Pyro, and rigid body simulations.
Spline Tools: Enhanced spline tools for motion graphics and animation, including spline modifiers from Rocket Lasso now included for all subscribers.
Unified Simulation & Particles: Refined physics-based effects and improved particle systems.
Boolean System: Modernized boolean system for precise 3D modeling.
Particle Node Modifier: New particle node modifier for creating particle scenes.
Learning Panel: Intuitive learning panel for new users.
Redshift Integration: Maxon now includes access to the full power of Redshift rendering for all new subscriptions.
In essence, Cinema 4D 2025 is a major update that provides artists with more powerful tools and workflows for creating 3D content, particularly in the fields of motion graphics, VFX, and visualization.
Mastering Fluent Bit: Ultimate Guide to Integrating Telemetry Pipelines with ...Eric D. Schabell
It's time you stopped letting your telemetry data pressure your budgets and get in the way of solving issues with agility! No more I say! Take back control of your telemetry data as we guide you through the open source project Fluent Bit. Learn how to manage your telemetry data from source to destination using the pipeline phases covering collection, parsing, aggregation, transformation, and forwarding from any source to any destination. Buckle up for a fun ride as you learn by exploring how telemetry pipelines work, how to set up your first pipeline, and exploring several common use cases that Fluent Bit helps solve. All this backed by a self-paced, hands-on workshop that attendees can pursue at home after this session (https://o11y-workshops.gitlab.io/workshop-fluentbit).
Designing AI-Powered APIs on Azure: Best Practices& ConsiderationsDinusha Kumarasiri
AI is transforming APIs, enabling smarter automation, enhanced decision-making, and seamless integrations. This presentation explores key design principles for AI-infused APIs on Azure, covering performance optimization, security best practices, scalability strategies, and responsible AI governance. Learn how to leverage Azure API Management, machine learning models, and cloud-native architectures to build robust, efficient, and intelligent API solutions
This presentation explores code comprehension challenges in scientific programming based on a survey of 57 research scientists. It reveals that 57.9% of scientists have no formal training in writing readable code. Key findings highlight a "documentation paradox" where documentation is both the most common readability practice and the biggest challenge scientists face. The study identifies critical issues with naming conventions and code organization, noting that 100% of scientists agree readable code is essential for reproducible research. The research concludes with four key recommendations: expanding programming education for scientists, conducting targeted research on scientific code quality, developing specialized tools, and establishing clearer documentation guidelines for scientific software.
Presented at: The 33rd International Conference on Program Comprehension (ICPC '25)
Date of Conference: April 2025
Conference Location: Ottawa, Ontario, Canada
Preprint: https://arxiv.org/abs/2501.10037
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"YouTube by Click" likely refers to the ByClick Downloader software, a video downloading and conversion tool, specifically designed to download content from YouTube and other video platforms. It allows users to download YouTube videos for offline viewing and to convert them to different formats.
Proactive Vulnerability Detection in Source Code Using Graph Neural Networks:...Ranjan Baisak
As software complexity grows, traditional static analysis tools struggle to detect vulnerabilities with both precision and context—often triggering high false positive rates and developer fatigue. This article explores how Graph Neural Networks (GNNs), when applied to source code representations like Abstract Syntax Trees (ASTs), Control Flow Graphs (CFGs), and Data Flow Graphs (DFGs), can revolutionize vulnerability detection. We break down how GNNs model code semantics more effectively than flat token sequences, and how techniques like attention mechanisms, hybrid graph construction, and feedback loops significantly reduce false positives. With insights from real-world datasets and recent research, this guide shows how to build more reliable, proactive, and interpretable vulnerability detection systems using GNNs.
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
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Societal challenges of AI: biases, multilinguism and sustainabilityJordi Cabot
Towards a fairer, inclusive and sustainable AI that works for everybody.
Reviewing the state of the art on these challenges and what we're doing at LIST to test current LLMs and help you select the one that works best for you
How Valletta helped healthcare SaaS to transform QA and compliance to grow wi...Egor Kaleynik
This case study explores how we partnered with a mid-sized U.S. healthcare SaaS provider to help them scale from a successful pilot phase to supporting over 10,000 users—while meeting strict HIPAA compliance requirements.
Faced with slow, manual testing cycles, frequent regression bugs, and looming audit risks, their growth was at risk. Their existing QA processes couldn’t keep up with the complexity of real-time biometric data handling, and earlier automation attempts had failed due to unreliable tools and fragmented workflows.
We stepped in to deliver a full QA and DevOps transformation. Our team replaced their fragile legacy tests with Testim’s self-healing automation, integrated Postman and OWASP ZAP into Jenkins pipelines for continuous API and security validation, and leveraged AWS Device Farm for real-device, region-specific compliance testing. Custom deployment scripts gave them control over rollouts without relying on heavy CI/CD infrastructure.
The result? Test cycle times were reduced from 3 days to just 8 hours, regression bugs dropped by 40%, and they passed their first HIPAA audit without issue—unlocking faster contract signings and enabling them to expand confidently. More than just a technical upgrade, this project embedded compliance into every phase of development, proving that SaaS providers in regulated industries can scale fast and stay secure.
2. Agenda
❏ What is Resiliency?
❏ Why we need Resiliency?
❏ What is Hystrix
❏ Not a silver bullet
❏ How to use
❏ What you get and don’t
❏ What’s next
3. What is Resiliency?
Resiliency is the ability to provide and maintain an acceptable level of service in the face of
faults and challenges to normal operation.” Threats and challenges for services can range
from simple misconfiguration over large scale natural disasters to targeted attacks.
5. What is Hystrix?
Hystrix is a latency and fault tolerance
library designed to isolate points of access
to remote systems, services and 3rd party
libraries, stop cascading failure and enable
resilience in complex distributed systems
where failure is inevitable.
6. Not a silver bullet
More like a Gauge &
Circuit breaker,
Rather than a
pipeline,
Certainly NOT the
Thor’s Hammer
7. public class CommandHelloWorld extends HystrixCommand<String> {
private final String name;
public CommandHelloWorld(String name) {
super(HystrixCommandGroupKey.Factory.asKey("ExampleGroup"));
this.name = name;
}
@Override
protected String run() {
// a real example would do work like a network call here
return "Hello " + name + "!";
}
}
CommandHelloWorld.execute();
How to use
9. How to use - Configurations
Circuit Breaker
➔ circuitBreaker.enabled
➔ circuitBreaker.requestVolumeThreshold
➔ circuitBreaker.sleepWindowInMilliseconds
➔ circuitBreaker.errorThresholdPercentage
➔ circuitBreaker.forceOpen
➔ circuitBreaker.forceClosed
Metrics
➔ metrics.rollingStats.timeInMilliseconds
➔ metrics.rollingStats.numBuckets
➔ metrics.rollingPercentile.enabled
➔ metrics.rollingPercentile.timeInMillisecond
s
➔ metrics.rollingPercentile.numBuckets
➔ metrics.rollingPercentile.bucketSize
execution.isolation.thread.timeoutInMilliseconds
10. What you get and don’t
➔ Real-time Dashboard
➔ Circuit Breaker
➔ Auto Mark Up / Mark Down
➔ Highly Configurable
➔ Reduced Latencies
➔ Faster responses
➔ 100% availability
➔ Magic!!!
11. What’s Next
➔ Aero Hystrix
➔ Use it for your dependencies
➔ Use the dashboard
➔ Checkout Turbine