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Happy 10th year, JCertif!

Notes

Welcome to Codetown!

Codetown is a social network. It's got blogs, forums, groups, personal pages and more! You might think of Codetown as a funky camper van with lots of compartments for your stuff and a great multimedia system, too! Best of all, Codetown has room for all of your friends.

When you create a profile for yourself you get a personal page automatically. That's where you can be creative and do your own thing. People who want to get to know you will click on your name or picture and…
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Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.

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InfoQ Reading List

Meta Applies Mutation Testing with LLM to Improve Compliance Coverage

Meta applies large language models to mutation testing through its Automated Compliance Hardening system, generating targeted mutants and tests to improve compliance coverage, reduce overhead, and detect privacy and safety risks. The approach supports scalable, LLM-driven test generation and continuous compliance across Meta’s platforms.

By Leela Kumili

DeepSeek-V3.2 Outperforms GPT-5 on Reasoning Tasks

DeepSeek released DeepSeek-V3.2, a family of open-source reasoning and agentic AI models. The high compute version, DeepSeek-V3.2-Speciale, performs better than GPT-5 and comparably to Gemini-3.0-Pro on several reasoning benchmarks.

By Anthony Alford

Slack Enhances Chef Infrastructure to Improve Safety and Reduce Blast Radius in Deployments

Slack's engineering team has published an in-depth look at recent improvements to its Chef-based configuration management system, aimed at making deployments safer and more resilient without disrupting existing workflows.

By Craig Risi

Podcast: 2025 Key Trends: AI Workflows, Architectural Complexity, Sociotechnical Systems & Platform Products

In this end-of-year panel, the InfoQ podcast hosts reflect on AI’s impact on software delivery, the growing importance of sociotechnical systems, evolving cloud realities, and what 2026 may bring.

By Daniel Bryant, Renato Losio, Srini Penchikala, Thomas Betts, Shane Hastie

Docker Kanvas Challenges Helm and Kustomize for Kubernetes Dominance

Docker has launched Kanvas, a new platform designed to bridge the gap between local development and cloud production. By automating the conversion of Docker Compose files into Kubernetes artefacts, the tool challenges established solutions like Helm and Kustomize. Developed with Layer5, it marks a shift toward Infrastructure as Code, offering visualisations to simplify cloud-native deployments.

By Mark Silvester

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