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Meta Details GEM Ads Model Using LLM-Scale Training, Hybrid Parallelism, and Knowledge Transfer

Meta released details about its Generative Ads Model (GEM), a foundation model designed to improve ads recommendation across its platforms. The model addresses core challenges in recommendation systems (RecSys) by processing billions of daily user-ad interactions where meaningful signals such as clicks and conversions are very sparse. By Vinod Goje

Java News Roundup: GlassFish, TornadoVM, Spring Shell, WildFly, Hibernate, Kotlin

This week's Java roundup for December 15th, 2025, features news highlighting: the fifteenth milestone release of GlassFish 8.0; the first release candidate of Spring Shell 4.0; point releases of TornadoVM, Hibernate Reactive, Hibernate Search and Kotlin; the first beta release of WildFly 39; and maintenance releases of Micronaut Helidon and Vert.x. By Michael Redlich

IBM Research Introduces CUGA, an Open-Source Configurable Agent Framework on Hugging Face

IBM Research has released CUGA (Configurable Generalist Agent) on Hugging Face Spaces, making its enterprise-oriented agent framework easier to evaluate with open models and real workflows. The move positions CUGA as a practical alternative to brittle, tightly coupled agent frameworks that often struggle with tool misuse, long-horizon reasoning, and recovery from failure. By Robert Krzaczyński

AWS Launches ECS Express Mode to Simplify Containerised Application Deployment

AWS has released Amazon ECS Express Mode, bringing a simplified process to deploying containerised web applications and APIs. Express Mode lets users deploy production-ready services in one shot, bypassing the usual detail required around ancillary requirements such as IAM roles, load-balancers and scaling. By Matt Saunders

QConAI NY 2025 - Designing AI Platforms for Reliability: Tools for Certainty, Agents for Discovery

Aaron Erickson at QCon AI NYC 2025 emphasized treating agentic AI as an engineering challenge, focusing on reliability through the blend of probabilistic and deterministic systems. He argued for clear operational structures to minimize risks and optimize performance, highlighting the importance of specialized agents and deterministic paths to enhance accuracy and control in AI workflows. By Andrew Hoblitzell

Google Metrax Brings Predefined Model Evaluation Metrics to JAX

Recently open-sourced by Google, Metrax is a JAX library providing standardized, performant metrics implementations for classification, regression, NLP, vision, and audio models. By Sergio De Simone

AWS Introduces Regional Availability for NAT Gateway

AWS has recently introduced regional availability for the managed NAT Gateway service. The new capability allows developers to create a single NAT Gateway that automatically spans multiple availability zones (AZs) in a VPC, providing high availability, eliminating the need to define separate gateways and public subnets in each zone. By Renato Losio

Decathlon Switches to Polars to Optimize Data Pipelines and Infrastructure Costs

Decathlon, one of the world's leading sports retailers, recently shared why it adopted the open source library Polars to optimize its data pipelines. The Decathlon Digital team found that migrating from Apache Spark to Polars for small input datasets provides significant speed and cost savings. By Renato Losio

AWS Expands Well-Architected Framework with Responsible AI and Updated ML and Generative AI Lenses

At AWS re:Invent 2025, AWS expanded its Well-Architected Framework with a new Responsible AI Lens and updated Machine Learning and Generative AI Lenses. The updates provide guidance on governance, bias mitigation, scalable ML workflows, and trustworthy AI system design across the full AI lifecycle. By Leela Kumili

“Yo what?” LimeWire re-emerges in online rush to share pulled “60 Minutes” segment | Redditor jokes LimeWire is now a “champion against the darkness.”

Some Epstein file redactions are being undone with hacks. Un-redacted text from released documents began circulating on social media on Monday evening

After laying off 4,000 employees and automating with AI agents, Salesforce executives admit: We were more confident about AI a year ago

Leaf-scan tells farmers when fruit is ripe – without destroying it

AI-powered 'glasses' help the blind go places – safely

The big wrinkle in the multi-trillion-dollar AI buildout | CNN Business

Qwen released Qwen-Image-Edit-2511 — a major upgrade over 2509

It's been a big week for Agentic AI ; Here are 10 massive developments you might've missed:

LLVM considering an AI tool policy, AI bot for fixing build system breakage proposed

Qwen

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Tongyi-MAI

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Google

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Z.ai

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Tencent

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Microsoft

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Shakker Labs

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Resemble AI

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