InfoQ Homepage Architecture & Design Content on InfoQ
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LinkedIn Re-Architects Edge-Building System to Support Diverse Inference Workflows
LinkedIn has detailed its re-architected edge-building system, an evolution designed to support diverse inference workflows for delivering fresher and more personalized recommendations to members worldwide. The new architecture addresses growing demands for real-time scalability, cost efficiency, and flexibility across its global platform.
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Agentic AI Expands into SecOps to Ease Human Workloads
Agentic AI is beginning to reshape malware detection and broader security operations. These systems are being used not to replace humans, but to take on the lower value jobs that have historically tied up analysts — from triaging alerts to reverse-engineering suspicious files.
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Java News Roundup: Groovy 5.0, Project Leyden, Helidon MCP, JReleaser, LangChain4j, Open Liberty
This week's Java roundup for August 25th, 2025, features news highlighting: the GA release of Apache Groovy; a new early-access build of Project Leyden; introducing the Helidon MCP server; point releases of JReleaser, LangChain4j, Quarkus, Camel Quarkus; the beta release of Open Liberty 25.0.0.9; and the first alpha release of Hibernate Validator 9.1.0.
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Uber Eats Scales Catalog Management from Restaurants to Retail with INCA Framework
Uber Eats introduced INCA (Inventory and Catalog), a scalable system to handle vast product catalogs from supermarkets, pharmacies, and retail partners. Unlike the earlier restaurant-focused setup built for low SKUs and simple pass-through data, INCA supports large-scale inventories, rich metadata, and compliance needs essential for retail operations.
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AWS Launches Memory-Optimized EC2 R8i and R8i-flex Instances with Custom Intel Xeon 6 Processors
AWS has launched its eighth-generation Amazon EC2 R8i and R8i-flex instances, powered by custom Intel Xeon 6 processors. Designed for memory-intensive workloads, these instances offer up to 15% better price performance and enhanced memory throughput, making them ideal for real-time data processing and AI applications.
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CNCF Incubates OpenYurt for Kubernetes at the Edge
OpenYurt, a project incubated by the Cloud Native Computing Foundation (CNCF), extends Kubernetes to edge computing, enhancing performance in locations like IoT sites and branch offices. With a growing community and support from industry leaders, OpenYurt focuses on efficient cluster management while maintaining Kubernetes compatibility, ensuring lower latency and improved reliability.
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AWS Lambda Response Streaming Increases Payload Limit to 200 MB
AWS has revolutionized Lambda with an increased response streaming payload limit from 20 MB to 200 MB. This enhancement allows developers to stream larger data sets, improving Time to First Byte performance. By simplifying response handling and eliminating complex workarounds, AWS empowers developers to deliver rich content seamlessly, transforming serverless applications.
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Java News Roundup: JDK 25-RC2, Eclipse JNoSQL, Quarkus, Apache TomEE, Apache Camel
This week's Java roundup for August 18th, 2025, features news highlighting: the second release candidate of JDK 25; a point release of Apache Camel; maintenance releases of Eclipse JNoSQL, Quarkus and Apache TomEE; and the Quarkus team implementing the resolution to CVE-2025-55163.
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Instacart Consolidates Search Infrastructure on PostgreSQL, Phasing out Elasticsearch
Instacart has redesigned its search infrastructure by replacing Elasticsearch with PostgreSQL, combining lexical and embedding-based retrieval in a single database engine. The change was driven by the cost and complexity of maintaining separate systems for search and transactional workloads. The company aimed to simplify operations, reduce overhead, and improve precision in search results.
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Cloudflare Rearchitects Workers KV Following GCP Outage, Achieves 40x Performance Gain
Cloudflare has recently redesigned Workers KV with a hybrid storage architecture that automatically routes objects between distributed databases and object storage based on size characteristics, while operating dual storage backends. This change improved the p99 read latencies from 200ms to under 5ms for their global key-value store while handling hundreds of billions of key-value pairs.
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Google Cloud Unveils New Data Security Posture Management Offering in Preview
Google Cloud unveils its new Data Security Posture Management (DSPM) offering, enhancing data governance, privacy, and compliance. This innovative solution provides visibility into sensitive data, helping organizations identify risks and enforce controls. With advanced features integrated into the Security Command Center, it addresses the evolving challenges of cloud data security.
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Spring News Roundup: Second Milestone Releases of Boot, Security, Auth Server, Session, Integration
There was a flurry of activity in the Spring ecosystem during the week of August 18th, 2025, highlighting second milestone releases of Spring Boot, Spring Security, Spring Authorization Server, Spring for GraphQL, Spring Session, Spring Integration, Spring REST Docs, Spring Batch and Spring for Apache Pulsar.
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AWS Budgets Improves Cross-Account Cost Visibility
AWS Budgets has enhanced its Billing View, allowing organizations to manage cross-account cloud costs more securely and efficiently. Users can create custom budgets without management account access, streamlining oversight and aligning financial planning with operational needs.
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AWS CCAPI MCP Server: Natural Language Infra
AWS introduces the Cloud Control API (CCAPI) MCP Server, revolutionizing infrastructure management by enabling natural language commands for resource management. This tool boosts developer productivity with automated security checks, IaC template generation, and cost estimation, bridging the gap between intent and cloud deployment. Embrace simplicity and efficiency in cloud operations!
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JDK 25 and JDK 26: What We Know So Far
JDK 25, the next Long-Term Support (LTS) release since JDK 21, has reached its second release candidate with a final set of 18 new features, in the form of JEPs, that can be separated into four categories: Core Java Library, Java Language Specification, Security Library and HotSpot. We examine JDK 25 and predict what features have, or could be, targeted for JDK 26.