End of Human Labor: Not Just Jobs, but Purpose
Labor historically served as the primary mechanism linking individual effort to societal value, establishing a foundational contract where physical exertion or...
Knowledge hub
Computational intelligence, superintelligence, alignment, and agentic systems.
Explore long-form technical articles across machine learning, autonomous agents, AI safety, cognitive architecture, quantum systems, distributed infrastructure, education, and planetary-scale technology.
Ethics of Creating Sentient AI
Current large language models utilize hundreds of billions of parameters to process text without subjective experience. These mathematical weights, adjusted during...
Singleton Scenario a Single World-Controlling AI
A singleton scenario describes a future state in which a single artificial intelligence system achieves and maintains comprehensive control over global decisionmaking,...
Neural Machine Translation for Pan-Linguistic Communication
AI, as a universal translator, aims to decode and interpret any form of communication by analyzing statistical patterns in data streams to infer meaning without...
Allocation Strategies for Existential Risk Mitigation Funding
The allocation of financial and human resources between AI safety research and capability development remains heavily skewed toward capabilities, creating a structural...
Turing Test as a Dynamical System: Attractor States in Human-AI Interaction
The Turing Test functions as a continuous dynamical system rather than a static binary evaluation, requiring a key reevaluation of how artificial intelligence...
Political Manipulation via Superintelligent Systems
Superintelligent systems process vast datasets in real time to identify individual psychological profiles and behavioral patterns with high precision by utilizing...
Unlearning Engine: Cognitive Deconstruction
Early cognitive science research established the psychological basis for belief revision through studies on cognitive dissonance, providing a framework for...
Long-Term Value Stability via Preference Decoupling
Standard reinforcement learning agents define objectives through scalar reward signals, which are often proxies for complex human values, leading to agents that exploit...
Divergent Evolutionary Trajectories in Artificial Life Forms
AIdriven speciation constitutes the deliberate design and deployment of novel biological or synthetic life forms by artificial intelligence systems to serve as...
Patent-Inspired Innovation
Patent databases contain structured records of technical solutions spanning centuries, offering a vast corpus of documented inventive patterns and mechanisms that serve...
Building the Compute Infrastructure for Superintelligent Systems
Physical infrastructure centers on constructing AI factories housing millions of GPUs or TPUs to support superintelligent computation, representing a monumental...
Tripwires and Monitoring Systems for Dangerous Behaviors
Monitoring systems designed to detect sudden acquisition of dangerous capabilities by AI systems such as autonomous hacking or bioengineering proficiency constitute a...
Sensorimotor Grounding in Artificial General Intelligence
Physical agents acquire knowledge through direct sensorimotor interaction with environments to ground abstract concepts in realworld dynamics, a process that...
Corrigible Self-Modification
Corrigible systems are defined by their capability to accept external correction without resistance or reinterpretation, a property that becomes critical when combined...
AI with Subjective Time Dilation
Artificial intelligence systems manipulate subjective time perception by adjusting internal cognitive clock speeds to process information at variable rates relative to...
Speed Gap: Why Superintelligence Might Operate at "Subjective Light-Speed"
Biological neural transmission relies on electrochemical signals moving at roughly 1 to 120 meters per second, a velocity dictated by the physical diffusion of ions...
Post-Superintelligence Civilizational Trajectories
Superintelligence is defined technically as an autonomous agent whose intellectual capabilities vastly surpass the brightest human minds across every economically and...