InfoQ Homepage application performance management Content on InfoQ
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/articles/secure-ai-powered-early-detection-system/en/smallimage/designing-architecture-ai-models-thumbnail-1740475990469.jpg)
Secure AI-Powered Early Detection System for Medical Data Analysis & Diagnosis
In this article, the author discusses the techniques for securing AI applications in healthcare with an use case of early detection system for medical data analysis & diagnosis. The proposed layered architecture includes application components to support secure computation, ai modeling, governance and compliance, and monitoring and auditing.
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/articles/micro-metrics-llm-evaluation/en/smallimage/framework-building-micro-metrics-logo-small-1737371317541.jpg)
A Framework for Building Micro Metrics for LLM System Evaluation
LLM accuracy is a challenging topic to address and is much more multi-dimensional than a simple accuracy score. Denys Linkov introduces a framework for creating micro metrics to evaluate LLM systems, focusing on goal-aligned metrics that improve performance and reliability. By adopting an iterative "crawl, walk, run" methodology, teams can incrementally develop observability.
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/articles/transforming-legacy-healthcare-systems/en/smallimage/transforming-legacy-healthcare-logo-small-1731055590401.jpg)
Transforming Legacy Healthcare Systems: a Journey to Cloud-Native Architecture
Discover how Livi navigated the complexities of transitioning MJog, a legacy healthcare system, to a cloud-native architecture, sharing valuable insights for successful tech modernization. Our experience illustrates that transitioning from legacy systems to cloud-based microservices is not a one-time project, but an ongoing journey.
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/articles/cell-based-architecture-adoption-guidelines/en/smallimage/cell-based-architecture-logo-small-1730198054924.jpg)
Cell-Based Architecture Adoption Guidelines
The challenges in building modern, reliable, and understandable distributed systems continue to grow, and cell-based architecture is a valuable way to accept, isolate, and stay reliable in the face of failures. Organizations must ensure that the cell-based architecture is the right fit for them and that the migration will not cause more problems than it solves.
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/articles/cell-based-architecture-application-security/en/smallimage/cba-security-small-1729762783227.jpeg)
Securing Cell-Based Architecture in Modern Applications
Securing cell-based architecture is essential to fully capitalize on its benefits while minimizing risks. To achieve this, comprehensive security measures must be put in place. Organizations can start by isolating and containing cells using sandbox environments and strict access control mechanisms like role-based and attribute-based access control.
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/articles/cell-based-architecture-resilient-fault-tolerant-systems/en/smallimage/taking-advantage-cell-based-logo-small-1728980269641.jpg)
Taking Advantage of Cell-Based Architectures to Build Resilient and Fault-Tolerant Systems
Cell-based architectures offer a robust approach to building resilient systems. They achieve this through the core principles of isolation, autonomy, and replication. Each cell manages its resources and makes decisions autonomously. Observability for cell-based architecture requires a tailored approach to address the unique challenges and opportunities presented by this distributed system design.
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/articles/kubernetes-logging-enhanced-observability/en/smallimage/elevating-kubernetes-logging-for-enhanced-observability-small-1718097320479.jpg)
Elevating Kubernetes Logging for Enhanced Observability
In this article, we will explore the challenges, strategies, and best practices that will help you achieve seamless log management in your Kubernetes environment.
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/articles/aws-lambda-cold-starts-myths/en/smallimage/GettyImages-1459760313-small-1715082888540.jpg)
Unraveling the Enigma: Debunking Myths Surrounding Lambda Cold Starts
This insightful InfoQ article dispels the common myths surrounding Lambda Cold Starts, a widely discussed topic in the serverless computing community. As serverless architectures continue to gain popularity, misconceptions about Lambda Cold Starts have proliferated, often leading to confusion and misguided optimization strategies.
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/articles/multi-cloud-observability-fluent-bit/en/smallimage/GettyImages-1343168524-small-1713532833350.jpg)
Multi-Cloud Observability Using Fluent Bit
Explore the benefits and challenges of observability in multi-cloud deployments. See how Fluent Bit, a lightweight log collection and distribution tool, can enhance multi-cloud observability by improving cloud neutrality, cutting egress costs, and tackling compliance challenges.
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/articles/orchestrating-resilience-modern-asynchronous-systems/en/smallimage/orchestrating-resilience-building-modern-asynchronous-systems-small-1704800443421.jpg)
Orchestrating Resilience Building Modern Asynchronous Systems
In this article, we will discuss what problems we had to solve at Twilio to efficiently build a resilient and scalable asynchronous system to handle a complex workflow and the advantages we got from adopting a Workflow Orchestration solution, including abstracting away state management and out-of-the-box support for retries, observability, and audibility.
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/articles/ai-ml-data-engineering-trends-2023/en/smallimage/the-infoq-trends-report-small-logo-1693560017882.jpeg)
InfoQ AI, ML, and Data Engineering Trends Report - September 2023
In this annual report, the InfoQ editors discuss the current state of AI, ML, and data engineering and what emerging trends you as a software engineer, architect, or data scientist should watch. We curate our discussions into a technology adoption curve with supporting commentary to help you understand how things are evolving.
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/articles/debugging-production-ebpf-chaos/en/smallimage/debugging-production-eBPF-chaos-small-1686746361099.jpg)
Debugging Production: eBPF Chaos
This article shares insights into learning eBPF as a new cloud-native technology which aims to improve Observability and Security workflows. You’ll learn how chaos engineering can help, and get an insight into eBPF based observability and security use cases. Breaking them in a professional way also inspires new ideas for chaos engineering itself.