InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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Olmo 3 Release Provides Full Transparency into Model Development and Training
The Allen Institute for AI has unveiled Olmo 3, an open-source language model family that empowers developers with full access to the model lifecycle, from training datasets to checkpoints. Featuring reasoning-focused variants and robust tools for post-training modifications, Olmo 3 promotes transparency, experimentation, and community collaboration, driving innovations in AI.
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Valkey 9.0 Introduces Multi-Database Clustering, Atomic Slot Migration, and Major Performance Gains
The Linux Foundation has announced the general availability of Valkey 9.0, the open-source in-memory storage solution developed as a successor to Redis. The latest major version introduces atomic slot migrations, hash field expiration, and full support for numbered databases in cluster mode, enabling scaling to 2,000 nodes and achieving over 1 billion requests per second.
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QConSF 2025: Humans in the Loop: Engineering Leadership in a Chaotic Industry
At QCon SF 2025, Michelle Brush of Google explored the evolving landscape of software engineering in her keynote “Humans in the Loop: Engineering Leadership in a Chaotic Industry.” She highlighted the complexities engineers face amid automation and AI, stressing the importance of conscious competence, higher-level problem-solving, and effective leadership in navigating today's challenges.
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Google Launches Code Wiki, an AI-Driven System for Continuous, Interactive Code Documentation
Google has introduced Code Wiki, a new platform designed to keep software documentation continuously synchronized with the code it describes. The system generates a structured wiki for each repository, automatically updates it after every change, and powers an integrated chat interface that understands the entire codebase.
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QConSF 2025 - Developing Claude Code at Anthropic at AI Speed
At QCon San Francisco 2025, Adam Wolff showcased Claude Code at Anthropic, where AI powers 90% of production code. With a focus on speed over planning, Claude Code's design evolved through experimentation, addressing challenges like Unicode issues and shell command bottlenecks. Discover successful iterations and lessons learned in real-time software development.
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Google Announces Gemini 3
Google's Gemini 3, unveiled on November 18, 2025, sets a new standard for multimodal AI, integrating seamlessly across platforms like Search and Vertex AI. With capabilities for text, code, and rich media, it empowers both consumer and enterprise applications. Gemini 3 Pro and its advanced Deep Think mode enhance reasoning and task execution, revolutionizing workflows and analytics.
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AI Agents Fail Manipulation Tests in Microsoft's Magentic Marketplace Simulation
Researchers at Microsoft, working in collaboration with Arizona State University, have introduced Magentic Marketplace, an open-source simulation environment designed to study how LLM-based agents behave in multi-agent economic systems. The platform addresses a growing need in AI research as autonomous agents gain capabilities in software development.
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AI-Generated Code Creates New Wave of Technical Debt, Report Finds
AI-generated code is “highly functional but systematically lacking in architectural judgment”, a new report from Ox Security has found. In a report released in late October called Army of Juniors: The AI Code Security Crisis, AI application security (AppSec) company Ox Security outlined 10 architecture and security anti-patterns that are commonly found in AI-generated code.
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New IBM Granite 4 Models to Reduce AI Costs with Inference-Efficient Hybrid Mamba-2 Architecture
IBM recently announced the Granite 4.0 family of small language models. The model family aims to deliver faster speeds and significantly lower operational costs at acceptable accuracy vs. larger models. Granite 4.0 features a new hybrid Mamba/transformer architecture that largely reduces memory requirements, enabling Granite to run on significantly cheaper GPUs and at significantly reduced costs.
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KubeCon NA 2025 - Erica Hughberg and Alexa Griffith on Tools for the Age of GenAI
Generative AI technologies need to support new workloads, traffic patterns, and infrastructure demands and require a new set of tools for the age of GenAI. Erica Hughberg from Tetrate and Alexa Griffith from Bloomberg spoke last week at KubeCon + CloudNativeCon North America 2025 Conference about what it takes to build GenAI platforms capable of serving model inference at scale.
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Code Arena Launches as a New Benchmark for Real-World AI Coding Performance
LMArena has launched Code Arena, a new evaluation platform that measures AI models' performance in building complete applications instead of just generating code snippets. It emphasizes agentic behavior, allowing models to plan, scaffold, iterate, and refine code within controlled environments that replicate actual development workflows.
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Kimi's K2 Opensource Language Model Supports Dynamic Resource Availability and New Optimizer
Kimi released K2, a Mixture-of-Experts large language model with 32 billion activated parameters and 1.04 trillion total parameters, trained on 15.5 trillion tokens. The release introduces MuonClip, a new optimizer that builds on the Muon optimizer by adding a QK-clip technique designed to address training instability, which the team reports resulted in "zero loss spike" during pre-training.
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Anthropic Adds Sandboxing and Web Access to Claude Code for Safer AI-Powered Coding
Anthropic released sandboxing capabilities for Claude Code and launched a web-based version of the tool that runs in isolated cloud environments. The company introduced these features to address security risks that arise when Claude Code writes, tests, and debugs code with broad access to developer codebases and files.
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Google Unveils Project Suncatcher, Envisioning AI Models Running in Space
Google has unveiled Project Suncatcher, a research initiative exploring how solar powered satellite constellations equipped with Tensor Processing Units TPUs could one day enable large scale artificial intelligence computation in space.
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KubeCon NA 2025 - Salesforce’s Approach to Self-Healing Using AIOps and Agentic AI
AIOps and Agentic AI technologies can help in developing solutions to intelligently analyze Kubernetes cluster health, automatically diagnose problems, and orchestrate issue resolutions with minimal human intervention. Vikram Venkataraman and Srikanth Rajan spoke at KubeCon + CloudNativeCon NA 2025 Conference about Salesforce’s approach to self-healing systems using AIOps and AI Agents.