Transformer Block Architecture: Attention and Feed-Forward Integration

Table of Links Abstract and 1 Introduction 2 Related Work 3 Model and 3.1 Associative memories 3.2 Transformer blocks 4 A New Energy Function 4.1 The layered structure 5 Cross-Entropy Loss 6 Empirical Results and 6.1 Empirical evaluation of the radius 6.2 Training GPT-2 6.3 Training Vanilla Transformers 7 Conclusion and Acknowledgments Appendix A. Deferred … Read more

Associative Memories: Transformer Memorization & Performance Dynamics

Table of Links Abstract and 1 Introduction 2 Related Work 3 Model and 3.1 Associative memories 3.2 Transformer blocks 4 A New Energy Function 4.1 The layered structure 5 Cross-Entropy Loss 6 Empirical Results and 6.1 Empirical evaluation of the radius 6.2 Training GPT-2 6.3 Training Vanilla Transformers 7 Conclusion and Acknowledgments Appendix A. Deferred … Read more

Understanding Standard Transformer Sizes for Developers

This guide helps developers understand standard transformer sizes, how they work, and how to choose the right one for tech projects. Covering sizing formulas, use cases, and innovations like solid-state and eco-friendly transformers, it highlights the importance of smart transformer choices for efficiency, scalability, and sustainability.

Ancestra actually says a lot about the current state of AI-generated videos

After watching writer / director Eliza McNitt’s new short film Ancestra, I can see why a number of Hollywood studios are interested in generative AI. A number of the shots were made and refined solely with prompts, in collaboration with Google’s DeepMind team. It’s obvious what Darren Aronofsky’s AI-focused Primordial Soup production house and Google … Read more

Halo Security Honored With 2025 MSP Today Product Of The Year Award

Miami, Florida, June 18th, 2025/CyberNewsWire/–Halo Security today announced that its attack surface management solution has been named a 2025 MSP Today Product of the Year Award winner by TMC, a leading global media company recognized for building communities in technology and business through live events and digital marketing platforms.  The MSP Today Product of the … Read more

BitVault Raises $2M From GSR, Gemini, And Auros To Launch BTC-Backed Money

Berlin, Germany, June 18th, 2025/Chainwire/–BitVault, a DeFi protocol aiming to redefine Bitcoin’s role in stablecoin infrastructure, has announced the close of a $2 million pre-seed round. Strategic investors include GSR, Gemini, Auros, and Keyrock, among others—joining BitVault in building what it calls the “next era of BTC-backed money”: an institutionally-aligned alternative to fiat-pegged stablecoins. The … Read more

TAC Raises $11.5M To Bring DeFi To Telegram’s Billion-User Ecosystem

New York, USA, June 18th, 2025/Chainwire/–TAC, a purpose-built blockchain for EVM dApps to access TON and Telegram ecosystem, has raised a total of $11.5 million across its seed and strategic rounds. The newly closed $5 million strategic round, led by Hack VC, reinforces institutional belief in TAC’s mission to enhance blockchain functionality inside Telegram, the … Read more