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📘 The AI / ML Bible — What the field finally needed After decades of hype, benchmarks, and partial truths, this book cuts through to the actual mechanics of intelligence—human and machine. Key takeaways: 🔹 Resource Framework Just as life operates through matter, energy, space, and time , AI conquers through DATA : Data · Algorithms · Training Compute · Architecture No magic. Just economics of intelligence. 🔹 Evolutionary Pressure AI systems evolve under selection pressure

Intelligence doesn’t fail. The game does. I’ve been working on a short book that connects something unexpected: human psychology, trauma, and artificial intelligence. The core idea is simple—and unsettling: Trap any mind in an unwinnable game long enough, and it will break. That’s true for people. And it’s true for AI. In humans, we call it burnout, trauma, learned helplessness. In AI, we call it reward hacking, policy collapse, misalignment. Different words. Same failure mod