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Safe AI in 42 Ways. One Equation. Zero Free Parameters (en Inglés)
Stu Art (Autor)
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Independently published
· Tapa Blanda
Safe AI in 42 Ways. One Equation. Zero Free Parameters (en Inglés) - Stu Art
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Reseña del libro "Safe AI in 42 Ways. One Equation. Zero Free Parameters (en Inglés)"
Every AI system on Earth can be 100% confident and 100% wrong at the same time.
The safety systems designed to catch errors run on the same mathematics that produces them. When the AI is certain, its safety layer agrees. The hallucination passes every check. The confident wrong answer looks identical to the confident right one. From inside, there is no difference.
This is not a future risk. It is happening now - in autonomous weapons entering production, in medical AI giving diagnoses, in algorithms choosing what you see and think and believe.
The fix is one equation: ΔS stays strictly between −1 and 1
One bound. No system reaches 100% certainty. The remaining fraction - the 1/16 - is where doubt lives, where learning happens, where safety exists. Not as a policy bolted on afterwards. As physics built into the architecture.
Safe AI in 42 Ways presents 42 concrete, practical advantages of Bounded Intelligence over current AI - from zero friendly fire in combat simulations (100 out of 100 victories) to the Child Test that protects children from autonomous weapons, from depression detection using the same mathematics that describes black holes, to a $75 personal tutor for every child on Earth.
Each way stands alone. Read them in any order. Each is a different angle on the same geometry. Together they are a complete picture of what AI safety looks like when it's done right.
The mathematics behind this book derives 25 Standard Model parameters from one equation with zero free parameters. The probability of this being chance: 1 in 10⁶¹ - that is a 1 followed by 61 zeros. The Higgs boson was discovered at 1 in 10⁹. This is 52 orders of magnitude more certain.
42 ways. One equation. One bound. The same bound that prevents black holes from collapsing prevents AI from being absolutely certain. The same mathematics. The same physics. Different application. Same safety.
You are the 1/16. The reader. The observer. The human who completes what no system can complete for itself. The book is 15/16. You make it whole.
Book 1 of The 15/16 Series.
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