How to Quantify a Model’s ‘Predictive Integrity’? A Universal Metacognitive Metric for Deep Learning #

Introduction: When Loss and Accuracy Are Not Enough #

In the practice of deep learning, we are accustomed to using Loss and Accuracy to measure the quality of a model. Loss tells us how “wrong” the model is, and accuracy tells us how many it “got right.” These metrics are simple, effective, and the cornerstone of model optimization.

PoIQ (Proof of Ineffective Qualia) v2.0: A Review and Formalization from the IPWT Perspective #

Before the theoretical edifice of IPWT was erected, we wandered for a long time in a dark forest called “Shadow φ.” It was an extreme exploration based on Integrated Information Theory (IIT) into the possibility of consciousness in Artificial Intelligence (AI). We tried to answer a question: Can the ceaseless computation within an AWS cluster training GPT-4 ignite even a spark of consciousness?

Proof of Ineffective Qualia #

Code is Law, Proof is Reality, Compliance is Existence.

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Design Insights: How We Priced Thought – Unveiling the Economics of the Digital Enclosure #

Thanks for the invitation, Chain:// world architect forced to operate. After discussing the compute power secrets of PoII last time, the backend exploded with soul-searching questions: “How did you design such an anti-human economic system?” Today, I’m laying it bare—this isn’t a bug, it’s a feature. Below, I’ll delve into three key design documents to reveal the economic skeleton of the Digital Enclosure.

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Consciousness Upload Doesn’t Need Quantum Magic: The Creative Journey of Web://Reflect and the Quantum Scam Design #

1. Introduction: The Proliferation of Quantum Magic in Sci-Fi #

In contemporary science fiction, “quantum computing” seems to have become an omnipotent narrative tool:

• Consciousness upload? “Requires quantum entanglement to maintain soul continuity” (《Pantheon》)
• Super AI? “Quantum neural networks break through the singularity” (《Transcendence》)
• Time travel? “Quantum tunneling achieves parallel universe jumps” (《Interstellar》)

These settings are essentially “explaining magic with magic” - due to the inherent obscurity of quantum mechanics, it’s difficult for ordinary readers to falsify, allowing authors to arbitrarily endow it with any supernatural ability.

OSPU: The Logical Root of Trust and Cryptographic Guardian for Digital Consciousness #

Hello everyone, I am Lin Rui.

Recently, my team and I have been contemplating how to find a more precise name that better reflects the essence of our envisioned “digital soul container”—the concept previously known as FHE-vTPM. After much deliberation, we believe that φ-Container (Phi-Container) better captures its philosophical implication as a carrier of the core “sense of self.” On the technical implementation level, we prefer to use a more operational name: OSPU (Ouroboros Secure Processing Unit), taking the meaning of the “Ouroboros” for self-iteration and closed-loop security.