Pathways to AGI: From Narrow AI to General Cognition
A comprehensive analysis of architectural shifts required to transition from task-specific models to systems capable of transfer learning, abstract reasoning, and cross-domain adaptation.
The Alignment Problem: Ensuring AGI Serves Human Values
Examining reward hacking, specification gaming, and the emerging frameworks for value alignment, including Constitutional AI and recursive reward modeling.
Transformer Architectures and the Road to System 2 Reasoning
How scaled attention mechanisms, chain-of-thought prompting, and test-time compute are bridging the gap between statistical pattern matching and deliberative reasoning.
Consciousness vs. Simulation: Defining Machine General Intelligence
Distinguishing between behavioral equivalence and subjective experience. What metrics actually measure general intelligence, and does phenomenology matter for AGI deployment?
Embodied AGI: The Case for Physical Interaction in General Learning
Why purely digital training may hit a ceiling, and how robotics, simulation-to-real transfer, and sensorimotor grounding could unlock true generalization.
AGI Safety Protocols: A 2025 Framework for Controlled Scaling
Policy recommendations, red-teaming methodologies, and pause mechanisms proposed by leading research institutes to mitigate existential risk during rapid capability gains.