InfoQ Homepage News
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Meta Applies Mutation Testing with LLM to Improve Compliance Coverage
Meta applies large language models to mutation testing through its Automated Compliance Hardening system, generating targeted mutants and tests to improve compliance coverage, reduce overhead, and detect privacy and safety risks. The approach supports scalable, LLM-driven test generation and continuous compliance across Meta’s platforms.
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DeepSeek-V3.2 Outperforms GPT-5 on Reasoning Tasks
DeepSeek released DeepSeek-V3.2, a family of open-source reasoning and agentic AI models. The high compute version, DeepSeek-V3.2-Speciale, performs better than GPT-5 and comparably to Gemini-3.0-Pro on several reasoning benchmarks.
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Slack Enhances Chef Infrastructure to Improve Safety and Reduce Blast Radius in Deployments
Slack's engineering team has published an in-depth look at recent improvements to its Chef-based configuration management system, aimed at making deployments safer and more resilient without disrupting existing workflows.
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Docker Kanvas Challenges Helm and Kustomize for Kubernetes Dominance
Docker has launched Kanvas, a new platform designed to bridge the gap between local development and cloud production. By automating the conversion of Docker Compose files into Kubernetes artefacts, the tool challenges established solutions like Helm and Kustomize. Developed with Layer5, it marks a shift toward Infrastructure as Code, offering visualisations to simplify cloud-native deployments.
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Intel DeepMath Introduces a Smart Architecture to Make LLMs Better at Math
Intel has announced DeepMath, a lightweight agent built on Qwen3-Thinking that specializes in solving mathematical problems. To address common limitations of LLMs in math reasoning, DeepMath generates small Python scripts that support and enhance its problem-solving process.
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JEP 525 Brings Timeout Handling and Joiner Refinements to Java’s Structured Concurrency
JEP 525, a highlight in the upcoming JDK 26, refines structured concurrency for clearer, safer task management. This iteration introduces a timeout callback for custom joiners, enhancing flexibility and error handling. With streamlined APIs and focus on practical usage, it empowers developers to efficiently manage concurrent tasks, paving the way for advanced Project Loom features.
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AWS Adds Intelligent-Tiering and Replication for S3 Tables
AWS has introduced Intelligent-Tiering and cross-region replication for S3 Tables to automate cost optimization and data availability for Apache Iceberg workloads. These features allow data to transition to lower-cost storage tiers based on access patterns while maintaining consistent, read-only table replicas across regions and accounts without manual synchronization.
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Google’s Eight Essential Multi-Agent Design Patterns
Google recently published a guide outlining eight essential design patterns for multi-agent systems, ranging from sequential pipelines to human-in-the-loop architecture. The guide provides concrete explanations of each pattern along with sample code for Google's Agent Development Kit.
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Java News Roundup: Spring Shell, JReleaser, TornadoInsight, Apache Camel
This week's relatively quiet Java roundup for December 29th, 2025, features news highlighting: the GA release of Spring Shell 4.0; point releases of JReleaser 1.22.0 and Apache Camel 4.14.3; and TornadoInsight now compatible with the recent release of TornadoVM 2.0.
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DuckDB's WebAssembly Client Allows Querying Iceberg Datasets in the Browser
DuckDB has recently introduced end-to-end interaction with Iceberg REST Catalogs directly within a browser tab, requiring no infrastructure setup. The new feature leverages DuckDB-Wasm, a WebAssembly port of DuckDB that runs in the browser, allowing users to query, read, and write Iceberg tables in a serverless manner.
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AWS Introduces Fifth-Generation Graviton Processor with M9g Instances
AWS recently announced the new Graviton5 processor and the preview of the first EC2 instances running on it, the general-purpose M9g instances. According to the cloud provider, the latest chip delivers up to 25% higher performance than Graviton4, introduces the Nitro Isolation Engine, and provides a larger L3 cache, improving latency, memory bandwidth, and network throughput.
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Microsoft Research Develops Novel Approaches to Enforce Privacy in AI Models
A team of AI researchers at Microsoft introduces two novel approaches for enforcing contextual integrity in large language models: PrivacyChecker, an open-source lightweight module that acts as a privacy shield during inference, and CI-CoT + CI-RL, an advanced training method designed to teach models to reason about privacy.
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Swiggy Rolls out Hermes V3: from Text-to-SQL to Conversational AI
Swiggy has released Hermes V3, a GenAI-powered text-to-SQL assistant that enables employees to query data in plain English. The Slack-native system combines vector retrieval, conversational memory, agentic orchestration, and explainability to improve SQL accuracy and support multi-turn analytical queries.
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Amazon S3 Vectors Reaches GA, Introducing "Storage-First" Architecture for RAG
AWS has announced the general availability of Amazon S3 Vectors, increasing per-index capacity forty-fold to 2 billion vectors. By natively integrating vector search into the S3 storage engine, the service introduces a "Storage-First" architecture that decouples compute from storage, reducing total cost of ownership by up to 90% for large-scale RAG workloads.
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Things Software Developers Think They Don’t Need to Care about, But Can Impact Their Job
Holly Cummins gave a keynote at Goto Copenhagen where she urged developers to care about overlooked issues that shape their work. She warned of unintended consequences of design decisions, promoted systems thinking and statistical literacy, stressed mastering concurrency as hardware evolves beyond Moore’s Law, and mentioned the impact of AI on the job market.