RESEARCH BASE

Search 3,721 documents across 34 fields — every claim tier-rated by evidence

3,721 documents 34 sections 43,623 citations 34,854 keywords indexed 4 evidence tiers

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 Credible Information & Computation

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

AI alignment existential risk superintelligence value alignment instrumental convergence corrigibility
S_1_01 Future Technology

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,

AGI artificial general intelligence superintelligence alignment problem existential risk x-risk
ZD_2_11 Verified Information & Computation

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

reinforcement learning MDP Q-learning policy gradient AlphaGo reward
Y_1_18 Verified Altered States

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

addiction neurochemistry dopamine-reward mesolimbic-pathway opioid-crisis tolerance-dependence
X_4_15 Verified Medicine & Healing

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

addiction medicine substance use disorder opioid epidemic harm reduction mesolimbic pathway dopamine
X_4_11 Credible Medicine & Healing

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

bioethics human enhancement transhumanism genetic enhancement cognitive enhancement doping
G_4_14 Verified Modern Frameworks

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

replication crisis reproducibility p-hacking HARKing publication bias open science
T_2_07 Psychology & Social

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

addiction psychology substance use disorder dopamine reward incentive sensitization tolerance dependence
S_4_11 Verified Future Technology

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

cyber warfare cyberattack Stuxnet critical infrastructure APT state-sponsored hacking
S_2_04 Future Technology

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

synthetic biology synbio Craig Venter Mycoplasma mycoides syn1.0 syn3.0