Posts

The Subsidized Insurgency: Decoding the Anti-Federal War in Minneapolis

-
Image
The scenes in Minneapolis are not a spontaneous reaction to a tragedy; they are the result of a managed outcome. As Andrew Wilson detailed on The Joe Rogan Experience , the Alex Pretti incident was the "mathematical inevitability" of a strategy designed to manufacture a martyr and paralyze federal authority. 1. The Rogan/Wilson Analysis: The "Formula of Attrition." In JRE #2444, Wilson analyzed the mechanisms by which this crisis was engineered. He argued that the "Stand-Down" orders issued to local police were the first step in a deliberate trap. Engineering the Flashpoint: By removing local law enforcement, federal agents (CBP/ICE) were forced into sustained, high-tension interactions with pre-positioned agitators. Wilson noted that the goal was never "protest," but forced engagement . The Probability of Tragedy: Statistically, the longer a perimeter is held under siege by professional agitators, the higher the chance of a "bad incident...
Post a Comment
Read more

The Open-Source AI Revolution: A 2025 Quantitative and Strategic Analysis of the New AI Stack

-
Image
  Part I: Defining the Open AI Landscape 1.1 The Wellspring: The Transformer and the Genesis of Modern AI The entire modern Artificial Intelligence (AI) industry, encompassing models from OpenAI, Google, Meta, and others, can be traced back to a single "wellspring" technology: the Transformer architecture . 1 This architecture was first proposed by researchers at Google in a seminal 2017 paper titled " Attention Is All You Need ". 1 Before this, the dominant architectures for sequence-based tasks like language translation were Recurrent Neural Networks (RNNs) and Long Short-Term Memory (LSTM) networks. 2 These models processed data sequentially , token by token, which created a computational bottleneck and made it challenging to capture long-range dependencies in text. 3 The Transformer architecture represented a fundamental paradigm shift. Its core innovation was the self-attention mechanism 3 , which allowed the model to weigh the importance of all other tokens...
Post a Comment
Read more