Docker Sandbox Kit Spec: Packaging AI Agent Permissions as OCI Images
Docker has announced that it is bringing the Sandbox Kit Specification to the CNCF, aiming to make what an AI agent may access as portable as the agent itself. By Claudio Masolo
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Article: From Reusable to Regeneratable: Rethinking the Shared UI Component Library
Regeneration has changed reuse economics. A model pointed at a solid design system can produce most standard UI on demand, so paying to keep a canonical component package alive is much harder to justify than it used to be. Keep the design system, tokens, guidelines and tests central. They are what actually buy you consistency. By Daniel Curtis
Qualcomm Unveils Linux Preview on Snapdragon X2 to Accelerate Upstream ARM Laptops
Qualcomm has released an early dev preview of Linux for its upcoming Snapdragon X2 Series laptop processors. The initiative focuses on integrating with the mainline Linux kernel ahead of commercial release to reduce software issues historically faced by ARM laptops. The preview includes a functional Debian 13 environment and aims to standardize system initialization and hardware task management. By Olimpiu Pop
Presentation: Beyond Observability: Evolving Production Operations in the Age of AI
The panelists discuss how production operations are evolving with AI, turning operational data into actionable insights for incident response. They explain how automation and new architectural practices help engineering teams build more understandable systems, while exploring how AI reshapes software delivery and changes the historically deterministic nature of production applications. By Michael Hausenblas, Sujana Sooreddy, Noam Levi, Renato Losio
How to Develop Software Engineering Skills in the Age of AI
Software engineering skill development requires slowing down. Generative AI has changed the landscape of skill development for software engineering. Tools and AI can accelerate outcomes, but they may not support skill development. Engineers must understand how systems work to learn things. Senior developers can coach juniors by using learning techniques. By Ben Linders
Presentation: Keeping the Mainline Green Across Diverse Language Monorepos
Dhruva Juloori discusses how Uber maintains green mainlines across massive monorepos handling 65,000+ monthly changes. He explains how SubmitQueue uses binary speculation trees, conflict analysis, and machine learning models to predict build success and execution times. Dhruva shares how bypassing large diffs slashed CI resource usage by 53% while accelerating PR landing times by 37%. By Dhruva Juloori
Article: High Availability Is Not Resilience: Why Cloud Systems Fail When It Matters Most
A routine TLS 1.3 upgrade silently broke Route 53 health checks, causing a CDN to stop routing traffic to a healthy region while internal dashboards showed nothing wrong. This article examines why HA and resilience are different problems, how control-plane dependencies create invisible failure modes, and why recovery capability erodes without explicit ownership. By Alexey Golev
TypeSafe AI Releases Jev: A Decision-Only Model That Returns Typed Probabilities Instead of Text
TypeSafe AI, founded by former OpenAI researcher Diogo Almeida, has introduced Jev, a decision-making model that generates typed outputs rather than text. It evaluates inputs in parallel, providing results with probabilistic scores and confidence values. Jev's adoption has been swift, with integrations into platforms like Vercel and Netlify, highlighting its efficiency over traditional models. By Daniel Curtis
Container Apps Express Reaches GA on a Newly Generally Available Sandbox Layer
Microsoft has made Azure Container Apps Express generally available alongside Container Apps Sandboxes, the microVM compute layer it runs on. Express skips environment provisioning and scales to zero, with subsecond startup from prewarmed pools. Custom domains, zone redundancy, Key Vault references, OpenTelemetry and Dapr are not supported. By Steef-Jan Wiggers
InfoQ Online Cohorts Address AI Security and Coding Agent Verification
A look at two InfoQ online certification cohorts covering security and privacy decisions in production AI systems and the verification needed when coding agents work in existing codebases. By Artenisa Chatziou
Cursor Uses S3 WAL to Scale Git Storage to More than 300 Pushes per Second
Cursor has introduced Continuity, a Git storage architecture that uses an S3 backed write ahead log as the source of truth. The design turns local NVMe repositories into warm caches and separates replica coordination from consistency. Cursor reports linear read scaling with up to 100 replicas and more than 300 pushes per second with S3 Express One Zone in synthetic tests. By Leela Kumili
Presentation: Context Is the New Code
Patrick Debois discusses how to manage, evaluate, distribute, and observe context using proven software engineering practices. He shares how treating context like code - complete with testing, CI/CD, package managers, and security scanning - enables engineering leaders to reliably scale AI coding agents, maintain control over non-deterministic outputs, and build long-term organizational knowledge. By Patrick Debois