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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

Azure Service Groups Enter Public Preview Offering New Abstraction Layer for Resource Management

Microsoft has launched Azure Service Groups in public preview, a new feature designed to simplify resource management and administration. Acting as a flexible, tenant-level container, Service Groups allow users to organize Azure resources from anywhere within their tenant without affecting RBAC or policy inheritance.

By Steef-Jan Wiggers

OpenAI’s gpt-realtime Enables Production-Ready Voice Agents with End-to-End Speech Processing

OpenAI launched gpt-realtime and the Realtime API, enabling production-ready AI voice agents with end-to-end speech processing, lower latency, and natural speech delivery. New features include SIP phone support, image input, MCP server integration, and improved safeguards. Early adopters like Zillow and T-Mobile are testing real-time customer service and search use cases.

By Hien Luu

Presentation: The Data Backbone of LLM Systems

Drawing from his 8 years of experience in AI, Paul Iusztin breaks down the core components of a scalable architecture, emphasizing the importance of RAG. He shares practical patterns, including the Feature Training Inference architecture, and provides a detailed use case for creating a "Second Brain" AI assistant, covering everything from data pipelines to observability and agentic layers.

By Paul Iusztin

Honeycomb Hosted MCP Brings Observability Data into the IDE

Honeycomb has launched its hosted Model Context Protocol (MCP), giving developers real-time access to observability data inside IDEs and AI tools like GitHub Copilot. Available as a managed service on AWS Marketplace, it removes the need for self-hosting and streamlines debugging by surfacing traces, metrics, and logs without context-switching.

By Mark Silvester

Article: Engineering a Time Series Database Using Open Source: Rebuilding InfluxDB 3 in Apache Arrow and Rust

At times, to evolve your product, you need to rebuild it from scratch. The article provides the story behind the rewrite of InfluxDB from scratch using a different programming language - Rust - and stack - Apache Flight, Data Fusion, Apache Arrow and Parquet (FDAP). It emphasises the benefits, as well as the mechanics behind its operation and the different versions of the product.

By Paul Dix

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