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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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Moonshot AI Releases Open-Weight Kimi K2.5 Model with Vision and Agent Swarm Capabilities

Moonshot AI released Kimi K2.5, their latest open-weight multimodal LLM. K2.5 excels at coding tasks, with benchmark scores comparable to frontier models such as GPT-5 and Gemini. It also features an agent swarm mode, which can direct up to 100 sub-agents for attacking problems with parallel workflow.

By Anthony Alford

Leapwork Research Shows Why AI in Testing Still Depends on Reliability, Not Just Innovation

Leapwork recently released new research showing that while confidence in AI-driven software testing is growing rapidly, accuracy, stability, and ongoing manual effort remain decisive factors in how far teams are willing to trust automation.

By Craig Risi

OpenAI Publishes Codex App Server Architecture for Unifying AI Agent Surfaces

OpenAI has recently published a detailed architecture description of the Codex App Server, a bidirectional protocol that decouples the Codex coding agent's core logic from its various client surfaces. The App Server now powers every Codex experience, including the CLI, the VS Code extension, and the web app, through a single, stable API.

By Eran Stiller

Does AI Make the Agile Manifesto Obsolete?

Capgemini's Steve Jones argues AI agents building apps in hours have killed the Agile Manifesto, as its human-centric principles don't fit agentic SDLCs. While Forrester reports 95% still find Agile relevant, Kent Beck proposes "augmented coding" and AWS suggests "Intent Design" over sprint planning. The debate: Is Agile dead, or evolving for AI collaboration?

By Steef-Jan Wiggers

Article: Proactive Autoscaling for Edge Applications in Kubernetes

Kubernetes often reacts too late when traffic suddenly increases at the edge. A proactive scaling approach that considers response time, spare CPU capacity, and container startup delays can add or remove instances more smoothly, prevent sudden spikes, and keep performance stable on systems with limited resources.

By Rajeev Kallayil Ravi

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