InfoQ Homepage News
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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.
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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.
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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.
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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.
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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.
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Agents Refactor 300K Lines in Three Weeks, and Practitioners Ask What It Proves
CodeScene has published a case study in which coding agents refactored 300,000 lines of C over three weeks for roughly $4,000 in tokens, verified by a frame-by-frame replay harness. The agents built a playbook of codebase-specific recipes along the way. Practitioners have questioned the scope, the metric, and how much of the result depends on the harness.
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SvelteKit 3 Reaches Release Candidate, Moving Config to Vite and Retiring the $lib Alias
The Svelte team has entered the release candidate phase for SvelteKit 3, which focuses on code refinement and prepares for future updates. Notable changes include moving configuration to vite.config.ts, replacing the $lib alias with #lib for improved compatibility. SvelteKit 3 requires Vite 8 and Svelte 5, enhancing error handling and build efficiency, while retaining some experimental features.
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Amazon CloudWatch Omni Extends CloudWatch into the Agent Era
Recently launched, Amazon CloudWatch Omni is an AI-first observability platform designed to monitor, evaluate, and troubleshoot applications and autonomous AI agents in a unified environment.
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Cloudflare Adds Configurable HTTP Vary Header Support to Prevent Cache Thrashing
Cloudflare has implemented native support for the HTTP Vary header across its edge network, enhancing cache management for all customer plans. This feature allows for better negotiation of content representations while minimizing cache fragmentation. Operators can define specific behaviors for request headers, enabling greater control over caching efficiency and reducing server load.
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Kubernetes Teams Get a Safer Way to See Their Own GPU Metrics
Adobe engineers have described an open-source approach for giving teams self-service access to their own Prometheus metrics in multi-tenant Kubernetes environments, without exposing the shared metrics of other teams.
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Spring News Roundup: Second Milestone Releases of Boot, Framework, Data, Security, Integration
There was a flurry of activity during the week of September 21st, 2026, highlighting: second milestone releases of: Spring Boot, Spring Batch, Spring Security, Spring AMQP, Spring Integration, Spring Data, Spring Framework, Spring for GraphQL and Spring for Apache Kafka. There were also first milestone releases of Spring AI, Spring Cloud, Spring Web Services and Spring LDAP.
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Atlassian Rebuilds Metrics Pipeline Around OpenTelemetry at Massive Scale
Software company Atlassian has published an account of its migration from gostatsd to OpenTelemetry, replacing the internal workings of a metrics platform that receives data from about 100,000 hosts across 14 regions. The existing service had a 99.95% SLO, so the team had to change the platform without disrupting the metrics used by production alerts.
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Cloudflare Worker Previews: Per-Branch Environments for Workers
Cloudflare has introduced Worker Previews. This feature allows each Git branch to have its own isolated, production-like environment for a Worker. Each environment has a stable URL. It also has its own configuration and unique state for each branch. Plus, there’s scoped observability.
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Python Workers Reach GA on Cloudflare, with Questions about Cold Starts and Upstream Maintenance
Cloudflare has made Python Workers generally available, built on PEP 783 and on socket syscalls implemented over the Workers connect API. The announcement carries no performance figures. A urllib3 maintainer questioned who supports the upstream work afterwards, and Wasmer's founder asked for cold-start numbers, citing about 1.027 seconds from Cloudflare's own earlier post.
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Artifactory Vulnerabilities under Active Exploitation Enable Authentication Bypass and Admin Access
Three Artifactory vulnerabilities under active exploitation enable authentication bypassing on Internet-accessible, self-hosted deployments, potentially allowing attackers to establish persistent administrator access in under five minutes. The exploits then enable dangerous activity, including credential and key theft, arbitrary code execution, persistence, and anti-forensics measures.