InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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How Netflix is Reimagining Data Engineering for Video, Audio, and Text
Netflix has introduced a new engineering specialization—Media ML Data Engineering, alongside a Media Data Lake designed to handle video, audio, text, and image assets at scale. Early results include richer ML models trained on standardized media, faster evaluation cycles, and deeper insights into creative workflows.
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Claude Sonnet 4 Expands to 1 Million Token Context Window
Anthropic has upgraded Claude Sonnet 4 to support a context length of up to 1 million tokens, a fivefold increase over its previous limit. The feature, now in public beta, is accessible through the Anthropic API and Amazon Bedrock, with Google Cloud’s Vertex AI support expected soon.
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OpenAI's GPT-5 Now Generally Available on Microsoft Azure AI Foundry
Microsoft and OpenAI launched GPT-5 on the Azure AI Foundry, revolutionizing enterprise AI with its advanced reasoning and task-specific model orchestration. This suite enhances applications like Microsoft 365 Copilot and GitHub Copilot, enabling seamless interactions and high-quality outputs tailored for real-world scenarios. GPT-5 empowers organizations to drive AI transformation efficiently.
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Claude Code Subagents Enable Modular AI Workflows with Isolated Context
Anthropic has recently made Claude Code Subagents generally available, enabling developers to create independent, task-specific AI agents with their own context, tools, and prompts.
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DeepMind Launches Genie 3, a Text-to-3D Interactive World Model
DeepMind has introduced Genie 3, the latest version of its “world model” framework for generating interactive 3D environments directly from text prompts.
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Gemini 2.5 Deep Think Parallelizes Creative Problem-Solving
As part of Google AI Ultra subscription, Gemini 2.5 Deep Think is a model designed for creative problem-solving through the use of parallel thinking techniques and extended inference time.
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Oracle Brings Database Services Directly to AWS Cloud
AWS recently announced the general availability of Oracle Database@AWS, a new option for Oracle Exadata workloads, including Oracle Real Application Clusters (RAC), within AWS. This new option allows enterprises to migrate Oracle Exadata workloads to dedicated infrastructure on AWS, simplifying cloud migration and unifying data across platforms.
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Unsloth Tutorials Aim to Make it Easier to Compare and Fine-tune LLMs
In a recent Reddit post, Unsloth published comprehensive tutorials of all of the open models they support. The tutorials can be used to compare the models’ strengths and weaknesses, as well as their performance benchmarks.
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Roblox Open-Sources AI System to Detect Conversations Potentially Harmful to Kids
Roblox Sentinel is an AI system designed to detect early signs of potential child endangerment for further analysis and investigation. Implemented as a Python library, Sentinel uses contrastive learning to handle highly imbalanced datasets that often challenge traditional classifiers and can be applied to a wide range of use cases.
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LangChain Launches Open SWE, an Open-Source Asynchronous Coding Agent
LangChain has released Open SWE, a fully open-source, asynchronous coding agent designed to operate in the cloud and handle complex software development tasks. The company says Open SWE represents a shift away from real-time “copilot” assistants toward more autonomous, long-running agents that integrate directly with a developer’s existing workflows.
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Google Launches Jules, an Asynchronous Coding Agent Powered by Gemini 2.5
Google has moved Jules, its asynchronous, agent-based coding assistant, out of beta and into general availability, positioning it as a tool for developers who want to offload routine programming tasks. Powered by the Gemini 2.5 Pro model, Jules is designed to handle a wide range of coding activities, from writing tests and building new features to fixing bugs or generating audio changelogs.
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Google DeepMind Open Sources Aeneas, an AI Model for Analyzing Ancient Texts
Google DeepMind open sourced Aeneas, a generative AI model for understanding ancient inscriptions. Aeneas can process both text and image input and outperforms other state-of-the-art models at restoring missing characters in damaged inscriptions.
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Anthropic Investigates How Large Language Models Develop a Character
Recent research by Anthropic engineers explores identifiable patterns of activity that seems to give rise to an emerging personality. These traits, known as persona vectors, help explain how a model's personality shifts over its lifecycle and lay the groundwork for better controlling those changes.
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Vercel Releases AI Elements Library for React UI Integration
Vercel has released AI Elements, an open-source library of React UI primitives built atop shadcn/ui and designed to integrate with the Vercel AI SDK.
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OpenAI’s GPT-5 Debuts with Commoditizing Costs and Higher Scrutiny
On August 7, 2025, OpenAI launched GPT-5, introducing advanced capabilities like a 400K token context and improved pricing for production use. Despite initial backlash over perceived performance issues, GPT-5 shows significant reductions in factual errors and enhances model integration through its new Agents SDK. As a result, user engagement has surged, solidifying its market influence.