RESEARCH BASE
Search 3,721 documents across 34 fields — every claim tier-rated by evidence
3,633 are the core, quality-scored corpus (34 lettered sections — see How We Work); the remaining 88 are cross-corpus synthesis documents (68 InterDocs, 12 Connections, 8 Theories) also indexed here.
10 results for "reward hacking"
ZD_2_17 — AI Alignment & Existential Risk
AI alignment — the challenge of ensuring artificial intelligence systems pursue goals consistent with human values and intentions — has emerged as one of the defining technical and philosophical problems of the 21st cent
S_1_01 — Artificial General Intelligence and Existential Risk
Artificial General Intelligence — a system with human-level or greater cognitive capabilities across ALL domains — may be the most consequential invention in human history. Current foundational AI systems (GPT-4, Claude,
ZD_2_11 — Reinforcement Learning: Agents, Rewards, and Sequential Decision-Making
Reinforcement learning (RL) is a paradigm of machine learning in which an agent learns to make sequential decisions by interacting with an environment, receiving rewards (or penalties) for its actions, and adjusting its
Y_1_18 — Addiction Neurochemistry: Reward Circuits, Tolerance & Therapeutic Frontiers
Addiction — now formally termed substance use disorder (SUD, DSM-5) — is a chronic, relapsing brain disorder characterized by compulsive drug seeking despite harmful consequences, affecting approximately 35 million peopl
X_4_15 — Addiction Medicine & Substance Abuse
Addiction medicine is a medical subspecialty formally recognised by the American Board of Medical Specialties (ABMS) in October 2015, though its intellectual roots stretch to Dr. Benjamin Rush's 1784 description of alcoh
X_4_11 — Bioethics of Enhancement
The bioethics of enhancement addresses the moral, social, and philosophical questions raised by using medical and technological interventions not merely to treat disease or restore function, but to augment normal human c
G_4_14 — Replication Crisis and What It Means for Ancient Claims
The replication crisis refers to the discovery, beginning in the early 2010s, that a substantial proportion of findings published in peer-reviewed scientific journals — particularly in psychology, social science, and bio
T_2_07 — Psychology of Addiction
Addiction — compulsive engagement with a substance or behavior despite harmful consequences — is now understood as a chronic brain disorder involving neuroplastic changes in reward, motivation, memory, and executive cont
S_4_11 — Cyber Warfare and Digital Conflict
Cyber warfare encompasses state-sponsored or state-directed operations in cyberspace intended to disrupt, damage, or destroy adversary information systems, critical infrastructure, or military capabilities. Landmark oper
S_2_04 — Synthetic Biology — Engineering Life from First Principles
Synthetic biology represents the convergence of molecular biology, engineering, and computer science — applying rational design principles to living systems. The field was catalyzed by two landmark achievements: the cons
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