InfoQ Homepage News
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Google Publishes Technique for AI Language Model Self-Improvement
Researchers at Google and University of Illinois at Urbana-Champaign (UIUC) have published a technique called Language Model Self-Improved (LMSI), which fine-tunes a large language model (LLM) on a dataset generated by that same model. Using LMSI, the researchers improved the performance of the LLM on six benchmarks and set new state-of-the-art accuracy records on four of them.
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Java News Roundup: Jakarta Data Initial Release, Micronaut 3.8, JReleaser 1.4, Gradle 8.0-RC1
It was very quiet for the week of December 26th, 2022, but InfoQ found a few news items of interest that include: Jakarta NoSQL 1.0.0-b5, Jakarta Data 1.0.0-b1, Micronaut 3.8.0, Apache Groovy 4.0.7, Gradle 8.0.0-RC1, and JReleaser 1.4.0.
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Using Code Instrumentation for Fault Injection at the Application Level at eBay
eBay engineers have been using fault injections techniques to improve the reliability of the notification platform and explore its weaknesses. While fault injection is a common industry practice, eBay attempted a novel approach leveraging instrumentation to bring fault injection within the application level.
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Learnings from Spotify Mobile Engineering’s Recent Platform Migration
Recently, Spotify Mobile Engineering Team elaborated on their experience with a recent platform migration. Working on an initiative under the Mobile Engineering Strategy program, the team migrated their Android and iOS codebases to build with Bazel, Google’s open-source build system.
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Microsoft’s New Memory Optimized Ebsv5 VM Sizes in Preview Offer More Performance
Microsoft recently announced two additional Memory Optimized Virtual Machines (VM) sizes, E96bsv5 and E112ibsv5, to the Ebsv5 VM family developed with the NVMe protocol providing performance up to 260,000 IOPS and 8,000 MBps remote disk storage throughput.
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AWS Announces GA of DocumentDB Elastic Clusters
At the recent re:Invent conference, AWS announced the general availability of DocumentDB Elastic Clusters, a service that manages the elasticity and sharding for MongoDB workloads.
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Kubernetes 1.26 Released with Image Registry Changes, Enhanced Resource Allocation, and Metrics
The Cloud Native Computing Foundation (CNCF) released Kubernetes 1.26 with the name Electrifying. The release has new features, such as Image Registry Changes, Dynamic Resource Allocation, and Improved Metrics.
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Researchers Publish Survey of Algorithmically-Efficient Deep Learning
Researchers from Lawrence Livermore National Laboratory and MosaicML have published a survey of over 200 papers on algorithmically-efficient deep learning. The survey includes a taxonomy of methods to speed up training as well as a practitioner's guide for mitigating training bottlenecks.
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Snyk Announces General Availability of Snyk Cloud and Enhancements to its Platform
Snyk, a developer security platform, recently announced the general availability of their cloud security tool, Snyk Cloud, and improvements to their platform. Extending support for software bill of materials (SBOM), the improvements include new reporting capabilities and self-service resources.
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Entity Framework 7 Brings Bulk Operations and JSON Columns
Version 7 of Entity Framework (EF) Core, Microsoft's object-to-database mapper library for .NET Framework, was released in November. The updated version brings performance updates when saving data, allows JSON column operations, enables efficient bulk operations, and contains many minor fixes and improvements. The EF7 Core is available for both .NET 7 and .NET 6.
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Eclipse Migration Toolkit for Java (EMT4J) Simplifies Upgrading Java Applications
Adoptium announced Eclipse Migration Toolkit for Java (EMT4J), an open source Eclipse project capable of analyzing and upgrading applications from Java 8 to Java 11 and from Java 11 to Java 17. EMT4J will support upgrading to future LTS versions.
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Cloudflare Servers Share IP Addresses for Egress Traffic
Cloudflare recently detailed how it manages its servers' egress traffic using "soft-unicast ". Soft-unicast allows multiple servers to share a single IPv4 address for their egress traffic while redirecting the response packets to the correct physical server. It provides a scalable, cost-efficient solution for Cloudflare to offer various products that require tagged egress IP addresses.
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Helping Teams Deliver with a Quality Practices Assessment Model
The quality practices assessment model explores quality aspects that help teams to deliver in an agile way. The model covers both social and technical aspects of quality; it is used to assess the quality of the team’s processes and also touches on product quality. With an assessment, teams can look at where their practices lie within the quality aspects and decide on what they want to improve.
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Microsoft Brings Its Cloud Services and AI to the Edge
Microsoft recently announced the open-source release of Azure DeepStream Accelerator (ADA) in collaboration with Neal Analytics and NVIDIA, allowing developers to build Edge AI solutions with native Azure Services integration quickly.
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Meta Releases data2vec 2.0 a High Efficiency Self-Supervised Model
Meta has released version 2.0 of Data2Vec, a self-supervised algorithm that can learn in the same way from three different modalities: speech, vision, and text, and achieves the same accuracy of the other computer vision models but 16x faster. The code and pretrained models are also shared with the other researchers.