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AWS has expanded Amazon CloudWatch to unify log management across operational and security use cases. By integrating native OCSF normalization and Apache Iceberg-compatible storage via S3 Tables, the update aims to eliminate data silos and enable Zero-ETL analytics across multiple AWS accounts and regions.
Gemma Scope 2 is a suite of tools designed to interpret the behavior of Gemini 3 models, enabling researchers to analyze emergent model behaviors, audit and debug AI agents, and devise mitigation strategies against security issues like jailbreaks, hallucinations and sycophancy.
Cloudflare has eliminated manual configuration errors across hundreds of production accounts by implementing Infrastructure as Code with automated policy enforcement, processing approximately 30 merge requests daily while catching security violations before deployment rather than after incidents occur.
A new industry benchmark aimed at systematically evaluating the factual accuracy of LLMs has been released with the launch of the FACTS Benchmark Suite. Developed by the FACTS team in collaboration with Kaggle, the suite expands earlier work on factual grounding and introduces a broader, multi-dimensional framework for measuring how reliably language models produce factually correct responses.
This week's Java roundup for January 5th, 2026, features news highlighting: point releases of Gatherers4j and Keycloak; and maintenance releases of Spring gRPC, Quarkus, Grails and Java Operator SDK.
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Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.
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AWS CloudWatch Evolves into Unified Observability Platform with Apache Iceberg Support
AWS has expanded Amazon CloudWatch to unify log management across operational and security use cases. By integrating native OCSF normalization and Apache Iceberg-compatible storage via S3 Tables, the update aims to eliminate data silos and enable Zero-ETL analytics across multiple AWS accounts and regions.
By Steef-Jan WiggersGoogle Releases Gemma Scope 2 to Deepen Understanding of LLM Behavior
Gemma Scope 2 is a suite of tools designed to interpret the behavior of Gemini 3 models, enabling researchers to analyze emergent model behaviors, audit and debug AI agents, and devise mitigation strategies against security issues like jailbreaks, hallucinations and sycophancy.
By Sergio De SimoneCloudflare Scales Infrastructure as Code with Shift-Left Security Practices
Cloudflare has eliminated manual configuration errors across hundreds of production accounts by implementing Infrastructure as Code with automated policy enforcement, processing approximately 30 merge requests daily while catching security violations before deployment rather than after incidents occur.
By Claudio MasoloFACTS Benchmark Suite Introduced to Evaluate Factual Accuracy of Large Language Models
A new industry benchmark aimed at systematically evaluating the factual accuracy of LLMs has been released with the launch of the FACTS Benchmark Suite. Developed by the FACTS team in collaboration with Kaggle, the suite expands earlier work on factual grounding and introduces a broader, multi-dimensional framework for measuring how reliably language models produce factually correct responses.
By Robert KrzaczyńskiJava News Roundup: Spring gRPC, Quarkus, Gatherers4j, Keycloak, Grails, Java Operator SDK
This week's Java roundup for January 5th, 2026, features news highlighting: point releases of Gatherers4j and Keycloak; and maintenance releases of Spring gRPC, Quarkus, Grails and Java Operator SDK.
By Michael Redlich