How to Speed Up Transformer Training Using NVIDIA Apex (FusedAdam, FusedLayerNorm) and Native torch.amp

In this tutorial, we work through an implementation of NVIDIA Apex, focusing on the components that…

MiniMax Releases MiniMax M3 with MSA Architecture Supporting 1M-Token Context, Native Multimodality, and Agentic Coding

MiniMax officially released MiniMax M3 on June 1, 2026. The model introduces MSA (MiniMax Sparse Attention),…

Meet Memory OS: A 6-Layer Open-Source Memory Stack Built on Top of Hermes Agent

Hermes Agent already remembers across sessions. The open-source agent from Nous Research ships with curated memory…

Burbank laboratory owner jailed after Medicare fraud funded gambling habit

A Burbank blood-testing laboratory owner who used Medicare reimbursement money to support a gambling habit, pay…

Two arrested in Manchester gambling raid as wider scrutiny grows

Two people were arrested after police and regulators carried out a raid at a suspected illegal…

Kalshi launches regulated crypto perpetual futures as US oversight expands

Kalshi is preparing to bring crypto perpetual futures to U.S. traders, making it the first company…

Hawthorne creditors seek probe into racing funds amid bankruptcy dispute case

The owners of Hawthorne Race Course and the official committee representing unsecured creditors are asking a…

Sarasota gambling raids seize 69 machines as enforcement expands

Florida authorities say two suspected illegal gambling businesses in Sarasota County were shut down during a…

Federal agencies seek injunction against Rhode Island event contract restrictions

The United States and the Commodity Futures Trading Commission (CFTC) have asked a federal judge to…

Parallax: A Parameterized Local Linear Attention That Keeps Softmax and Adds a Learned Covariance Correction Branch

The Transformer’s attention mechanism has barely changed since 2017. Most efficiency work has tried to replace…

An Implementation of the Microsoft Agent Governance Toolkit for Safe AI Agent Tool Use with Policies, Approvals, Audit Logs, and Risk Controls

In this tutorial, we build a governed AI-agent workflow using Microsoft’s Agent Governance Toolkit as the…

A Coding Implementation on Loguru for Designing Robust, Structured, Concurrent, and Production-Ready Python Logging Pipelines

In this tutorial, we implement a practical use case with Loguru, a powerful, flexible, and production-ready…