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Happy 10th year, JCertif!

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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.

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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

Article: The Schema Proliferation Problem in Kafka and Flink Pipelines: How to Solve It

Schema proliferation builds slowly and gets expensive fast. One schema per event type feels right until there are ten tables, union queries spanning all of them, and a single field rename touching every schema. Discriminator-based schema consolidation collapses that to two tables, turning multi-table unions into a single query, while new variants are additive and don't break existing consumers.

By Spoorthi Basu

Presentation: From Legacy to Sovereignty: Driving the Future of Insurance through Platform Engineering

Sergiu Petean discusses the strategic journey of evolving DevOps into platform engineering within heavily regulated enterprise environments. He explains how to maximize efficiency using dynamic reference architectures, align platform KPIs directly with board-level business goals, reduce cognitive load via custom team topologies, and maintain innovation sovereignty through open-source technology.

By Sergiu Petean

Podcast: Chasing Efficient Java Development: From 1BRC to Developing Hardwood AI Natively

Gunnar Morling, technologist at Confluent and Java Champion, shares his experiences with building high-performance applications in Java, especially in the data space. He shares insights from experiments with building durable execution engines, bootstrapping, and AI natively developing Apache Hardwood - a minimal dependencies Java parser for Apache Parquet.

By Gunnar Morling

Gemma 4 Multi-Token Prediction Delivers Up to ~3x Faster Token Generation

Gemma 4 can be paired with multi-token prediction (MTP) drafters that use speculative decoding to generate multiple tokens in parallel, allowing the model to verify them in a single pass and achieve up to ~3× faster inference without quality loss.

By Sergio De Simone

NodeJS Proposes Built-In Virtual File System, Sparking Debate Over AI-Generated Contributions

Matteo Collina has proposed a Virtual File System (VFS) for Node.js core through the node:vfs module. The proposal includes about 19,000 lines of code and addresses common workflow challenges. While it has community support, concerns have arisen regarding the use of AI in its development, prompting debates about its implications for code verification and necessity in the Node.js ecosystem.

By Daniel Curtis

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