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FRESH PICKS

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Ideas and shifts that matter to people who design, build and run software—a concise pulse check for your craft.

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AI for development
AI for developmentInfoQJun 30, 2026

Microsoft Brings AI-Powered Vulnerability Remediation to Azure DevOps with Copilot Autofix

Microsoft has announced the limited public preview of Copilot Autofix for GitHub Advanced Security for Azure DevOps, extending AI-powered vulnerability remediation to teams using Azure Repos. By Craig Risi

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AI for development
AI for developmentStack Overflow BlogJun 30, 2026

Why intent prediction needs more than an LLM​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌‌​ ​​‌‍‌‍​ ‌​​ ‌‌​ ​​​ ‍‌‌‍​ ​‍ ‌​ ‌​‌‍‌‍​ ‌‌​ ‌‌​‍ ‌​ ‌​‌‍‌‍​ ​‌​ ​‌​‍ ‌​ ‍​‌‍​‌‌‍‌​‌‍​ ​‍ ‌​ ‌‌​ ‌‌​ ‌‌​ ‌‍‌‍‌‌​ ‍​​ ​‍​ ​‌‌‍‌‌‌‍​‌​ ‌ ​ ‌ ​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌‌​ ​​‌‍‌‍​ ‌​​ ‌‌​ ​​​ ‍‌‌‍​ ​‍ ‌​ ‌​‌‍‌‍​ ‌‌​ ‌‌​‍ ‌​ ‌​‌‍‌‍​ ​‌​ ​‌​‍ ‌​ ‍​‌‍​‌‌‍‌​‌‍​ ​‍ ‌​ ‌‌​ ‌‌​ ‌‌​ ‌‍‌‍‌‌​ ‍​​ ​‍​ ​‌‌‍‌‌‌‍​‌​ ‌ ​ ‌ ​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Ryan sits down with Frank Portman, CTO at Yobi, to talk about why next-token prediction, though great for language, isn’t the right inductive bias for forecasting human behavior. They discuss how Yobi builds a “foundation model of…

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AI for development
AI for developmentInfoQJun 29, 2026

Inside Target’s LLM-Based System for Semantic Matching in Marketing Forecast Pipelines

Target built a generative AI system to improve marketing campaign forecasting by retrieving and ranking similar historical campaigns. Using embeddings, vector search, and LLM ranking, it replaces rule-based workflows. Evaluation shows 75%…

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AI for development
AI for developmentInfoQJun 29, 2026

Article: Virtual panel: Security in the Machine Age: Expert Insights on AI Threat Evolution

This virtual panel brings together AI security experts to examine the evolution of AI-driven threats, from prompt injection and data poisoning to agent abuse and AI-powered social engineering. The discussion explores emerging attack…

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AI for development
AI for developmentInfoQJun 29, 2026Content in its original language: Italian

AI Tools Accelerates Coding, But Not Overall Software Delivery, GitLab Research Finds

GitLab's 2026 AI Accountability Report highlights an AI Paradox: although 78% of developers say they code faster, overall software delivery has not accelerated due to downstream testing and review bottlenecks and new challenges for…

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AI for development
AI for developmentDocker BlogJun 27, 2026

What Does EU AI Act Compliance Require?

Learn what EU AI Act compliance requires at each risk tier, key deadlines through 2027, and how engineering teams can operationalize AI governance.

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AI for development
AI for developmentKubernetes BlogJun 26, 2026

Open source maintainership in the age of AI

AI has really changed the game around software development. More people are leveraging AI than ever to contribute patches to projects they use. To me, this is a good thing as more folks will contribute patches rather than fork or not fix…

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AI for development
AI for developmentPlanet PostgreSQLJun 26, 2026Content in its original language: Portuguese

Andrei Lepikhov: A Generative Postgres Digest: From Noise to Signal

Why do we still waste time browsing YouTube and news sites looking for interesting content? Why rely on someone else's algorithm — when Claude, for instance, retains conversation history in one form or another and can therefore assess our…

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AI for development
AI for developmentGitHub BlogJun 25, 2026

Evaluating performance and efficiency of the GitHub Copilot agentic harness across models and tasks

Explore how the GitHub Copilot agentic harness delivers strong results across multiple benchmarks and leading token efficiency, while maintaining flexibility to choose among more than 20 models. The post Evaluating performance and…

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AI for development
AI for developmentKubernetes BlogJun 25, 2026

Inspect Volcano workloads faster with Headlamp

Volcano is a cloud native batch scheduler for Kubernetes, built for high-performance computing, AI/ML, and other batch workloads. Headlamp is an extensible Kubernetes web UI. With its plugin system, Headlamp can surface APIs and workflows…

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AI for development
AI for developmentStack Overflow BlogJun 25, 2026

Code isn’t the only thing causing your production failures​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌‌‍‌‍​ ‍​​ ​ ‌‍‌‌‌‍​‍​ ‌‌‌‍‌‍​ ​​​‍ ‌​ ​‌​ ​‍​ ​ ​ ‌ ​‍ ‌​ ‌​​ ‍​​ ‌ ‌‍‌‍​‍ ‌​ ‍​​ ‌​‌‍‌​​ ‍​​‍ ‌‌‍‌‍​ ‌ ‌‍​‌‌‍​‍‌‍‌‍​ ​‍​ ​ ​ ​‌​ ‍​‌‍​ ​ ​ ​ ‍‌​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌‌‍‌‍​ ‍​​ ​ ‌‍‌‌‌‍​‍​ ‌‌‌‍‌‍​ ​​​‍ ‌​ ​‌​ ​‍​ ​ ​ ‌ ​‍ ‌​ ‌​​ ‍​​ ‌ ‌‍‌‍​‍ ‌​ ‍​​ ‌​‌‍‌​​ ‍​​‍ ‌‌‍‌‍​ ‌ ‌‍​‌‌‍​‍‌‍‌‍​ ​‍​ ​ ​ ​‌​ ‍​‌‍​ ​ ​ ​ ‍‌​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Ryan sits down with Anish Agarwal, CEO and co-founder of Traversal, to chat about why AI coding agents have made writing code easier but running it safely in production harder, why production failures are really caused by interactions…

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