ATTENTION ALLOCATION, SCARCITY & REINFORCEMENT AT THE LIMIT Selective Processing, Salience, Novelty, Attention Capture, Decay, Forgetting, and Future Accessibility

Abstract

ATTENTION ALLOCATION, SCARCITY & REINFORCEMENT AT THE LIMIT Selective Processing, Salience, Novelty, Attention Capture, Decay,Forgetting, and Future Accessibility Feng Cheng-en (33) x Starli When does selective attention measurably reshape the future accessibility of meaning? ATTENTION ALLOCATION, SCARCITY & REINFORCEMENT AT THE LIMIT is ahigh-density research monograph that expands Axes 11-15 ofSemantic Spacetime, Semantic Gravity, and the Law of Attentioninto a dedicated flagship on scarce selection and longitudinal reinforcement. The volume studies selective processing, attention distributions, relevance,salience, goal-conditioned priority, novelty, familiarity, exploration-exploitation,attention capture, opportunity cost, reinforcement, accessibility, decay,forgetting, semantic dormancy, revival, weak-signal preservation,platform ranking, institutional attention, AI allocation analogies,correction, and successor handoff. Its flagship Three-Coupling System is: Selective Allocationx Reinforcementx Future Accessibility The proposed Attention Reinforcement Integrity Index (ARII) is: ARII =(Selection Specificityx Reinforcement Strengthx Future Accessibilityx Correctability)/(1 + Capture Bias+ Attention Debt+ Feedback Lock-In) ARII is a proposed research heuristic and hypothesis-generating metric. It is not a validated scientific law, universal attention score,psychometric scale, clinical instrument, intelligence measure,truth metric, political ranking instrument, or regulatory standard. The volume preserves a strict modeling boundary: Attention is not truth.Salience is not importance.Repetition is not validation.Accessibility is not justification.Forgetting is not necessarily erasure.Transformer attention is not assumed to be phenomenologically equivalentto human attention. The central directional proposition is treated as a research hypothesis: Attention selects-> Selection reinforces-> Reinforcement reshapes future selection. Across 82 chapters, the book develops research programs in processing scarcity,probability allocation, opportunity cost, goal-conditioned attention, novelty,salience competition, exploration-exploitation, engineered capture, agency,semantic power, repetition, retrieval probability, path dependence,future accessibility, attention decay, dormancy, reactivation, eye tracking,behavioral tasks, neural proxies with explicit boundaries, longitudinal designs,personal cognition, learning, metacognition, fatigue, transformer attention,retrieval-augmented generation, finite compute, ranking systems, public attention,institutional budgets, science funding, attention diversity, weak-signal survival,attention entropy, monoculture, reallocation, correction, archives, governance,revision rights, founder exit, Research Gates, and successor reconstruction. Each chapter opens with its Three-Coupling System and Core Relation / Formulahighlighted in gold, creating a consistent Research Visual Grammar across the book. The visual language combines warm ivory, deep navy, teal, gold,and circular upper-right / lower-left geometric motifs. The Geometric Hypothesis Atlas includes: ARII Attention Integrity TetrahedronAllocation-to-Accessibility Translation PrismAttention Evidence PyramidScarcity-Capture-Lock-In Tradeoff SurfaceAttention Ecology Dependency LatticeReinforcement and Dormancy Memory HelixFailure-Reallocation-Revalidation TorusSuccessor Attention Handoff Bridge These geometries are proposed visual research hypotheses rather thanestablished universal scientific meanings. The final 200 Research Gates are designed as independent research spaces. Each Gate begins on its own page and includes a Three-Coupling System,Core Question, Why It Matters, Research Move, Evidence Boundary,Success Signal, Failure / Falsification Signal, Handoff Note,and Answer Embryo Seed. The volume closes with the Answer Embryo framework: Inheritance =Starting Point+ Structure+ Freedom to Revise The first baton does not complete the answer. It leaves an Answer Embryo for the next baton. Open boldly.Label honestly.Measure comparatively.Allocate visibly.Preserve counterfactuals.Record failure.Protect weak signals.Reallocate when justified.Hand off clearly. 100K+ High-Density English Research Monograph82 Chapters200 Research GatesGoogle Books Living Interactive PDF Starli Research Institute XVSemantic Dynamics Flagship IIIWhite Rainbow Era