InfoQ Homepage News
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Kubernetes Cloud Repatriation Saves Millions for Data Platform Provider
Yellowbrick, an SQL data platform provider, has significantly reduced costs by moving workloads from the public cloud to its own private Kubernetes-based infrastructure. It has reported an annual saving of $3.9 million by moving its development and testing environments away from AWS, Azure, and Google Cloud Platform.
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Meta Open-Sources Large Concept Model, a Language Model That Predicts Entire Sentences
Meta recently open-sourced Large Concept Model (LCM), a language model designed to operate at a higher abstraction level than tokens. Instead, LCM uses a sentence embedding space that is independent of language and modality and can outperform a similarly-sized Llama 3.1 model on multilingual summarization tasks.
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Java News Roundup: Stable Values, Payara Platform, Oracle Critical Patch Update, GraalVM, BellSoft
This week's Java roundup for January 20th, 2025, features news highlighting: JEP 502, Stable Values (Preview); Oracle's Critical Patch Update (CPU) for January 2025; the January 2025 release of the Payara Platform; GraalVM for JDK 23 Community 23.0.2; and BellSoft CPU patches for Liberica JDK.
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Synthetic Data Generator Simplifies Dataset Creation with Large Language Models
Hugging Face has introduced the Synthetic Data Generator, a new tool leveraging Large Language Models (LLMs), that offers a streamlined, no-code approach to creating custom datasets. The tool facilitates the creation of text classification and chat datasets through a clear and accessible process, making it usable for both non-technical users and experienced AI practitioners.
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Spring News Roundup: Milestone Releases of Boot, Framework, Data, Security, Integration, Modulith
There was a flurry of activity in the Spring ecosystem during the week of January 20th, 2025, highlighting milestone releases of: Spring Boot, Spring Framework, Spring Data, Spring Security, Spring Integration and Spring Modulith.
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Vite 6 Released: New Environment API Helps Supporting Edge Use Cases
The Vite team recently announced Vite 6, which they labeled as a significant major release. Vite 6 introduces the Environment API, a feature that targets framework authors. With the Environment API, authors may for instance support edge deployment cases and offer a dev experience closer to that of production.
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OpenAI Presents Research on Inference-Time Compute to Better AI Security
OpenAI presented Trading Inference-Time Compute for Adversarial Robustness, a research paper that investigates the relationship between inference-time compute and the robustness of AI models against adversarial attacks.
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Databases in 2024: Growth, Change and Controversy
Andrew Pavlo’s annual retrospective on the database world has recently been released, covering trends and innovations from the past year. The opinionated report, "Databases in 2024: A Year in Review," highlights that while we may indeed be in the "golden era of databases," last year brought significant license changes, the rapid growth of DuckDB, and some surprising new releases.
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Microsoft Phi-4 is a Small Language Model Specialized for Complex Math Reasoning
Phi-4 is 14B parameter model from Microsoft Research that aims to improve the state of the art for math reasoning. Previously available on Azure AI Foundry, Phi-4 has recently become available on Hugging Face under the MIT license.
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Amazon Bedrock Introduces Multi-Agent Systems (MAS) with Open Source Framework Integration
Amazon Web Services has released a multi-agent collaboration capability for Amazon Bedrock, introducing a framework for deploying and managing multiple AI agents that collaborate on complex tasks. The system enables specialized agents to work together under a supervisor agent's coordination, addressing challenges developers face with agent orchestration in distributed AI systems.
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Using Machine Learning on Microcontrollers: Decreasing Memory and CPU Usage to Save Power and Cost
According to Eirik Midttun, artificial intelligence (AI) and machine learning (ML) are useful tools for interpreting sensor data, especially when the input is complex, such as vibration, voice, and vision. The main challenges of using machine learning on microcontrollers are the constraints in computing power available and cost-related requirements that come with microcontroller-based designs,
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Enhancing Compliance with AWS Declarative Policies
AWS recently introduced declarative policies, a feature designed to help organizations define and enforce desired configurations for AWS services at scale. This capability addresses common challenges faced by customers who need to establish standards for cloud resource configurations, such as blocking public access to Amazon EBS snapshots.
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Microsoft Research Unveils rStar-Math: Advancing Mathematical Reasoning in Small Language Models
Microsoft Research unveiled rStar-Math, a framework that demonstrates the ability of small language models (SLMs) to achieve mathematical reasoning capabilities comparable to, and in some cases exceeding, larger models like OpenAI's o1-mini. This is accomplished without the need for more advanced models, representing a novel approach to enhancing the inference capabilities of AI.
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Nvidia Ingest Aims to Make it Easier to Extract Structured Information from Documents
Nvidia Ingest is a new microservice aimed at processing document content and extracting metadata into a well-defined JSON schema. Ingest is able to process PDFs, Word, and PowerPoint documents and extract structured information from tables, charts, images, and text using optical character recognition.
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Microsoft Research AI Frontiers Lab Launches AutoGen v0.4 Library
Microsoft Research’s AI Frontiers Lab has announced the release of AutoGen version 0.4, an open-source framework designed to build advanced AI agent systems. This latest version as stated marks the complete redesign of the AutoGen library, focusing on enhancing code quality, robustness, usability, and the scalability of agent workflows.