What's happening to the markets

PnL.ai Intro

Part of my covid project and part of my long obsession with prediction markets, I have created a web page that displays and allows to compare best and worst performing trading strategies. TL;DR: best stocks + best strategies -> the list of top and bottom performing trading algorithms. Product Typically, trading newsletters and stock-scanners display only price return for top market gainers and losers. I have forever been interested in inspecting top and bottom performing trading strategies for a given set of securities and could not find any websites that do that. So, I decided to create a tool of my own. I wanted the tool that would help me to answer questions like if there is a better strategy than buy and hold, should I follow greed and fear indicator of the market or do the opposite. Top and bottom performing securities do not tell you if a stock is going to go up or down, but they do alert you to rapidly changing market conditions, such as change in the competitive landsca...

Can Crypto Find a Purpose? A Blockchain Approach to Optimizing Neural Networks

Authors: Igor Arsenin and Arturas Vaitaitis Can Crypto Find a Purpose? A Blockchain Approach to Optimizing Neural Networks As training ever-larger transformer-based models encounters diminishing returns, a novel blockchain protocol could advance AI by emphasizing the optimization of neural network architectures, harnessing the decentralized computational power of blockchain technology. The innovative protocol would replace arbitrary decryption tasks in the proof-of-work concept with a focus on enhancing benchmark scores of AI models on standardized datasets, utilizing interfaces like the Open Neural Network Exchange (ONNX) protocol to define architectures. The economic potential of blockchain technology could draw a diverse range of players into the field, sparking a competitive drive for the development of more efficient and effective neural networks, potentially giving blockchain a purpose beyond digital currency while democratizing the field of AI. The remarkable progress in large l...

The Importance of Feedback in Societal and Political Systems

The Importance of Feedback in Societal and Political Systems Synapsis : Feedback mechanism just means learning from your mistakes. Losing this ability impairs individuals, societies, and nations from adapting and improving, ultimately jeopardizing their survival. Prolog In a constantly evolving world, complex systems—from individuals to governments—must adapt to remain relevant and effective. Systems that can incorporate feedback mechanisms are better equipped to withstand environmental stresses and maintain stability. Feedback allows these systems to adjust dynamically, improving their resilience against external challenges. Without it, a system risks becoming obsolete, overwhelmed by the rapid changes around it. A lack of feedback mechanisms results in stagnation, as systems disconnected from evolving realities lose their utility and purpose. Conversely, environments that are static and unchanging can similarly foster inertia, causing systems to decline in relevance and f...

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