Manifold-Constrained Hyper-Connections: The Architectural Breakthrough That Might Redefine LLM Training

If mHC scales the way early benchmarks suggest, it could reshape how we think about model capacity, compute budgets and the ...

Why AI Automation Struggles At Scale Without Memory

Context graphs are emerging as a way to connect signals, actions and outcomes into a structured memory layer that preserves ...
Sports Illustrated

Where Kansas Landed in ESPN's 2026 High School Recruiting Rankings

Bill Self has excelled on the recruiting trail during his tenure as Kansas basketball head coach, but he had one of the most impressive week-long stretches in recent memory last week. After securing ...
GitHub

java.lang.NoSuchMethodError when abstract class implementing ExtensionAware is used as type for project.container(Class)

When one accesses the getExtensions() method of an abstract class that implements ExtensionAware a java.lang.NoSuchMethodError is thrown. The conditions for this to ...
InfoQ

Java Applications Can Start 40% Faster in Java 24

A monthly overview of things you need to know as an architect or aspiring architect. Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with ...
IEEE

Balanced Destruction-Reconstruction Dynamics for Memory-Replay Class Incremental Learning

Abstract: Class incremental learning (CIL) aims to incrementally update a trained model with the new classes of samples (plasticity) while retaining previously learned ability (stability). To address ...
GitHub

Retrieve Java Class files from a memory dump

The class_recovery searches for all matches with the byte sequence 0xCAFEBABE in the file buffer and from there on tries to parse the classes. (See The class File Format) This rather primitive ...