File size: 23,374 Bytes
be609da | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 | \relax
\providecommand\hyper@newdestlabel[2]{}
\providecommand\HyField@AuxAddToFields[1]{}
\providecommand\HyField@AuxAddToCoFields[2]{}
\bibstyle{plainnat}
\citation{bender2021dangers,bommasani2021opportunities}
\citation{harrison2025codettehf}
\citation{harrison2025ethics,harrison2025dreamreal,harrison2025dreamcore,harrison2025aegisnexus,harrison2025codetteethical,harrison2025codettefinal,harrison2025healdette,harrison2026recursive}
\@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}{section.1}\protected@file@percent }
\newlabel{sec:intro}{{1}{1}{Introduction}{section.1}{}}
\newlabel{sec:intro@cref}{{[section][1][]1}{[1][1][]1}{}{}{}}
\citation{wooldridge2009introduction}
\citation{wu2023autogen}
\citation{good1966speculations}
\citation{wei2022chain}
\citation{shinn2023reflexion}
\citation{baars1997theatre}
\citation{friston2010free}
\citation{tononi2004information}
\citation{hu2021lora}
\citation{pfeiffer2020adapterhub}
\citation{dettmers2023qlora}
\@writefile{toc}{\contentsline {section}{\numberline {2}Related Work}{2}{section.2}\protected@file@percent }
\newlabel{sec:related}{{2}{2}{Related Work}{section.2}{}}
\newlabel{sec:related@cref}{{[section][2][]2}{[1][2][]2}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Multi-Agent Reasoning Systems}{2}{subsection.2.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Recursive and Self-Improving AI}{2}{subsection.2.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.3}Consciousness Theories in AI}{2}{subsection.2.3}\protected@file@percent }
\citation{mehrabi2021survey}
\citation{schuld2018supervised}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.4}Parameter-Efficient Fine-Tuning}{3}{subsection.2.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.5}Ethical AI Frameworks}{3}{subsection.2.5}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.6}Quantum-Inspired Computing for AI}{3}{subsection.2.6}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {3}Theoretical Foundation: RC+$\xi ${} Framework}{3}{section.3}\protected@file@percent }
\newlabel{sec:theory}{{3}{3}{Theoretical Foundation: \rcxi {} Framework}{section.3}{}}
\newlabel{sec:theory@cref}{{[section][3][]3}{[1][3][]3}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Core Formalism}{3}{subsection.3.1}\protected@file@percent }
\newlabel{eq:state_evolution}{{1}{3}{Core Formalism}{equation.1}{}}
\newlabel{eq:state_evolution@cref}{{[equation][1][]1}{[1][3][]3}{}{}{}}
\newlabel{eq:tension}{{2}{3}{Core Formalism}{equation.2}{}}
\newlabel{eq:tension@cref}{{[equation][2][]2}{[1][3][]3}{}{}{}}
\newlabel{eq:convergence}{{3}{3}{Core Formalism}{equation.3}{}}
\newlabel{eq:convergence@cref}{{[equation][3][]3}{[1][3][]3}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Key Components}{3}{subsection.3.2}\protected@file@percent }
\citation{baars1997theatre}
\citation{friston2010free}
\citation{tononi2004information}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Axiomatic Foundations}{4}{subsection.3.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.4}Empirical Validation}{4}{subsection.3.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.5}Comparative Position}{4}{subsection.3.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {4}System Architecture}{4}{section.4}\protected@file@percent }
\newlabel{sec:architecture}{{4}{4}{System Architecture}{section.4}{}}
\newlabel{sec:architecture@cref}{{[section][4][]4}{[1][4][]4}{}{}{}}
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces Codette 12-Layer Consciousness Stack}}{5}{table.caption.1}\protected@file@percent }
\providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}}
\newlabel{tab:consciousness-stack}{{1}{5}{Codette 12-Layer Consciousness Stack}{table.caption.1}{}}
\newlabel{tab:consciousness-stack@cref}{{[table][1][]1}{[1][4][]5}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Multi-Perspective Reasoning Engine}{5}{subsection.4.1}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {2}{\ignorespaces Codette Cognitive Perspectives with Activation Thresholds}}{6}{table.caption.2}\protected@file@percent }
\newlabel{tab:perspectives}{{2}{6}{Codette Cognitive Perspectives with Activation Thresholds}{table.caption.2}{}}
\newlabel{tab:perspectives@cref}{{[table][2][]2}{[1][5][]6}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Multi-Agent Reasoning Forge}{6}{subsection.4.2}\protected@file@percent }
\newlabel{eq:consensus}{{4}{6}{Multi-Agent Reasoning Forge}{equation.4}{}}
\newlabel{eq:consensus@cref}{{[equation][4][]4}{[1][6][]6}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.3}QuantumSpiderweb Cognitive Graph}{6}{subsection.4.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.4}Memory and Context Management}{6}{subsection.4.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.5}Ethical Governance: AEGIS System}{6}{subsection.4.5}\protected@file@percent }
\citation{hu2021lora}
\citation{vaswani2017attention}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.6}Real-Time Visualization Interface}{7}{subsection.4.6}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5}Codette Cognitive Tensor Graph}{7}{section.5}\protected@file@percent }
\newlabel{sec:ctg}{{5}{7}{Codette Cognitive Tensor Graph}{section.5}{}}
\newlabel{sec:ctg@cref}{{[section][5][]5}{[1][7][]7}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Tensor Dimensions}{7}{subsection.5.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Graph Construction and Dynamics}{7}{subsection.5.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Anomaly Detection and Self-Monitoring}{7}{subsection.5.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {6}Adapter Training Lab}{7}{section.6}\protected@file@percent }
\newlabel{sec:training}{{6}{7}{Adapter Training Lab}{section.6}{}}
\newlabel{sec:training@cref}{{[section][6][]6}{[1][7][]7}{}{}{}}
\citation{grattafiori2024llama}
\@writefile{toc}{\contentsline {subsection}{\numberline {6.1}LoRA and PEFT Configuration}{8}{subsection.6.1}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {3}{\ignorespaces Training Hyperparameters for Codette Adapter Fine-Tuning}}{8}{table.caption.3}\protected@file@percent }
\newlabel{tab:hyperparams}{{3}{8}{Training Hyperparameters for Codette Adapter Fine-Tuning}{table.caption.3}{}}
\newlabel{tab:hyperparams@cref}{{[table][3][]3}{[1][8][]8}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {6.2}Training Data and Perspective Tagging}{8}{subsection.6.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {6.3}Environmental Impact}{8}{subsection.6.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {6.4}Consumer-Grade CPU Training Pipelines}{8}{subsection.6.4}\protected@file@percent }
\newlabel{sec:cpu_pipelines}{{6.4}{8}{Consumer-Grade CPU Training Pipelines}{subsection.6.4}{}}
\newlabel{sec:cpu_pipelines@cref}{{[subsection][4][6]6.4}{[1][8][]8}{}{}{}}
\@writefile{toc}{\contentsline {subsubsection}{\numberline {6.4.1}Pipeline 1: CPU-Lean (${\sim }$18\,GB RAM)}{8}{subsubsection.6.4.1}\protected@file@percent }
\citation{harrison2025citizenscience}
\@writefile{toc}{\contentsline {subsubsection}{\numberline {6.4.2}Pipeline 2: CPU-Offload (${\sim }$8\,GB RAM)}{9}{subsubsection.6.4.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\numberline {6.4.3}Validation}{9}{subsubsection.6.4.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {7}Quantum Module Suite}{9}{section.7}\protected@file@percent }
\newlabel{sec:quantum}{{7}{9}{Quantum Module Suite}{section.7}{}}
\newlabel{sec:quantum@cref}{{[section][7][]7}{[1][9][]9}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {7.1}Quantum-Inspired Cognitive Operations}{9}{subsection.7.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {7.2}Codette Research Equations}{9}{subsection.7.2}\protected@file@percent }
\@writefile{toc}{\contentsline {paragraph}{Planck-Orbital AI Node Interaction:}{9}{section*.4}\protected@file@percent }
\newlabel{eq:planck}{{5}{9}{Planck-Orbital AI Node Interaction:}{equation.5}{}}
\newlabel{eq:planck@cref}{{[equation][5][]5}{[1][9][]9}{}{}{}}
\@writefile{toc}{\contentsline {paragraph}{Quantum Entanglement Memory Sync:}{9}{section*.5}\protected@file@percent }
\newlabel{eq:entanglement}{{6}{9}{Quantum Entanglement Memory Sync:}{equation.6}{}}
\newlabel{eq:entanglement@cref}{{[equation][6][]6}{[1][9][]9}{}{}{}}
\@writefile{toc}{\contentsline {paragraph}{Intent Vector Modulation:}{10}{section*.6}\protected@file@percent }
\newlabel{eq:intent}{{7}{10}{Intent Vector Modulation:}{equation.7}{}}
\newlabel{eq:intent@cref}{{[equation][7][]7}{[1][9][]10}{}{}{}}
\@writefile{toc}{\contentsline {paragraph}{Cocoon Stability Criterion:}{10}{section*.7}\protected@file@percent }
\newlabel{eq:cocoon_stability}{{8}{10}{Cocoon Stability Criterion:}{equation.8}{}}
\newlabel{eq:cocoon_stability@cref}{{[equation][8][]8}{[1][10][]10}{}{}{}}
\@writefile{toc}{\contentsline {paragraph}{Recursive Ethical Anchor (Reinforcement-Aligned Regulator):}{10}{section*.8}\protected@file@percent }
\newlabel{eq:ethical_anchor}{{9}{10}{Recursive Ethical Anchor (Reinforcement-Aligned Regulator):}{equation.9}{}}
\newlabel{eq:ethical_anchor@cref}{{[equation][9][]9}{[1][10][]10}{}{}{}}
\@writefile{toc}{\contentsline {paragraph}{Anomaly Rejection Filter:}{10}{section*.9}\protected@file@percent }
\newlabel{eq:anomaly}{{10}{10}{Anomaly Rejection Filter:}{equation.10}{}}
\newlabel{eq:anomaly@cref}{{[equation][10][]10}{[1][10][]10}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {7.3}Quantum Harmonic Synchronization}{10}{subsection.7.3}\protected@file@percent }
\newlabel{eq:coherence}{{11}{10}{Quantum Harmonic Synchronization}{equation.11}{}}
\newlabel{eq:coherence@cref}{{[equation][11][]11}{[1][10][]10}{}{}{}}
\@writefile{toc}{\contentsline {section}{\numberline {8}Experimental Benchmark}{10}{section.8}\protected@file@percent }
\newlabel{sec:experiments}{{8}{10}{Experimental Benchmark}{section.8}{}}
\newlabel{sec:experiments@cref}{{[section][8][]8}{[1][10][]10}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {8.1}Evaluation Metrics and Results}{10}{subsection.8.1}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {4}{\ignorespaces Adapter Evaluation Scores Across Eight Cognitive Dimensions}}{11}{table.caption.10}\protected@file@percent }
\newlabel{tab:adapter_scores}{{4}{11}{Adapter Evaluation Scores Across Eight Cognitive Dimensions}{table.caption.10}{}}
\newlabel{tab:adapter_scores@cref}{{[table][4][]4}{[1][10][]11}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {8.2}Multi-Agent Convergence Experiment}{11}{subsection.8.2}\protected@file@percent }
\newlabel{sec:convergence}{{8.2}{11}{Multi-Agent Convergence Experiment}{subsection.8.2}{}}
\newlabel{sec:convergence@cref}{{[subsection][2][8]8.2}{[1][11][]11}{}{}{}}
\@writefile{toc}{\contentsline {paragraph}{Protocol:}{11}{section*.11}\protected@file@percent }
\newlabel{eq:forge_update}{{12}{11}{Protocol:}{equation.12}{}}
\newlabel{eq:forge_update@cref}{{[equation][12][]12}{[1][11][]11}{}{}{}}
\@writefile{toc}{\contentsline {paragraph}{Results:}{11}{section*.12}\protected@file@percent }
\@writefile{toc}{\contentsline {paragraph}{Ablation:}{11}{section*.13}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {8.3}Emergent Self-Monitoring Indicators}{12}{subsection.8.3}\protected@file@percent }
\newlabel{sec:emergence}{{8.3}{12}{Emergent Self-Monitoring Indicators}{subsection.8.3}{}}
\newlabel{sec:emergence@cref}{{[subsection][3][8]8.3}{[1][11][]12}{}{}{}}
\@writefile{lot}{\contentsline {table}{\numberline {5}{\ignorespaces Documented Emergent Self-Monitoring Events}}{12}{table.caption.14}\protected@file@percent }
\newlabel{tab:emergence}{{5}{12}{Documented Emergent Self-Monitoring Events}{table.caption.14}{}}
\newlabel{tab:emergence@cref}{{[table][5][]5}{[1][12][]12}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {8.4}Cocoon Meta-Analysis}{12}{subsection.8.4}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {6}{\ignorespaces Cocoon Meta-Analysis Results (20 Cocoons, 3--14 Re-Accesses Each)}}{12}{table.caption.15}\protected@file@percent }
\newlabel{tab:cocoon}{{6}{12}{Cocoon Meta-Analysis Results (20 Cocoons, 3--14 Re-Accesses Each)}{table.caption.15}{}}
\newlabel{tab:cocoon@cref}{{[table][6][]6}{[1][12][]12}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {8.5}Uniqueness Benchmark}{12}{subsection.8.5}\protected@file@percent }
\newlabel{sec:uniqueness}{{8.5}{12}{Uniqueness Benchmark}{subsection.8.5}{}}
\newlabel{sec:uniqueness@cref}{{[subsection][5][8]8.5}{[1][12][]12}{}{}{}}
\@writefile{lot}{\contentsline {table}{\numberline {7}{\ignorespaces Uniqueness Benchmark: Architectural Feature Distinctiveness Scores~(\%)}}{12}{table.caption.16}\protected@file@percent }
\newlabel{tab:uniqueness}{{7}{12}{Uniqueness Benchmark: Architectural Feature Distinctiveness Scores~(\%)}{table.caption.16}{}}
\newlabel{tab:uniqueness@cref}{{[table][7][]7}{[1][12][]12}{}{}{}}
\citation{kahneman2011thinking}
\@writefile{toc}{\contentsline {section}{\numberline {9}Comparative Analysis}{13}{section.9}\protected@file@percent }
\newlabel{sec:comparative}{{9}{13}{Comparative Analysis}{section.9}{}}
\newlabel{sec:comparative@cref}{{[section][9][]9}{[1][12][]13}{}{}{}}
\@writefile{lot}{\contentsline {table}{\numberline {8}{\ignorespaces Comparative Analysis: Codette vs.\ Related Frameworks}}{13}{table.caption.17}\protected@file@percent }
\newlabel{tab:comparative}{{8}{13}{Comparative Analysis: Codette vs.\ Related Frameworks}{table.caption.17}{}}
\newlabel{tab:comparative@cref}{{[table][8][]8}{[1][12][]13}{}{}{}}
\@writefile{toc}{\contentsline {section}{\numberline {10}Substrate-Aware Cognition}{13}{section.10}\protected@file@percent }
\newlabel{sec:substrate}{{10}{13}{Substrate-Aware Cognition}{section.10}{}}
\newlabel{sec:substrate@cref}{{[section][10][]10}{[1][13][]13}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {10.1}Motivation: The Biological Fatigue Analogy}{13}{subsection.10.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {10.2}SubstrateMonitor}{13}{subsection.10.2}\protected@file@percent }
\newlabel{eq:pressure}{{13}{13}{SubstrateMonitor}{equation.13}{}}
\newlabel{eq:pressure@cref}{{[equation][13][]13}{[1][13][]13}{}{}{}}
\@writefile{lot}{\contentsline {table}{\numberline {9}{\ignorespaces Substrate Pressure Levels and Routing Adjustments}}{14}{table.caption.18}\protected@file@percent }
\newlabel{tab:pressure-levels}{{9}{14}{Substrate Pressure Levels and Routing Adjustments}{table.caption.18}{}}
\newlabel{tab:pressure-levels@cref}{{[table][9][]9}{[1][14][]14}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {10.3}HealthAwareRouter}{14}{subsection.10.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {10.4}CocoonStateEnricher: Reliability-Weighted Memory}{14}{subsection.10.4}\protected@file@percent }
\newlabel{eq:reliability}{{15}{14}{CocoonStateEnricher: Reliability-Weighted Memory}{equation.15}{}}
\newlabel{eq:reliability@cref}{{[equation][15][]15}{[1][14][]14}{}{}{}}
\@writefile{toc}{\contentsline {section}{\numberline {11}Behavioral Discipline: The Constraint Enforcement Problem}{14}{section.11}\protected@file@percent }
\newlabel{sec:behavioral}{{11}{14}{Behavioral Discipline: The Constraint Enforcement Problem}{section.11}{}}
\newlabel{sec:behavioral@cref}{{[section][11][]11}{[1][14][]14}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {11.1}The Mode-Dominance Problem}{14}{subsection.11.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {11.2}Four Permanent Behavioral Locks}{15}{subsection.11.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {11.3}Training Methodology}{15}{subsection.11.3}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {10}{\ignorespaces Behavioral Lock Training Configuration}}{15}{table.caption.19}\protected@file@percent }
\newlabel{tab:lock-training}{{10}{15}{Behavioral Lock Training Configuration}{table.caption.19}{}}
\newlabel{tab:lock-training@cref}{{[table][10][]10}{[1][15][]15}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {11.4}Five-Layer Enforcement Stack}{15}{subsection.11.4}\protected@file@percent }
\citation{shinn2023reflexion}
\citation{hockey1997compensatory}
\citation{sterling2012allostasis}
\@writefile{toc}{\contentsline {section}{\numberline {12}Cocoon Introspection: Statistical Self-Analysis}{16}{section.12}\protected@file@percent }
\newlabel{sec:introspection}{{12}{16}{Cocoon Introspection: Statistical Self-Analysis}{section.12}{}}
\newlabel{sec:introspection@cref}{{[section][12][]12}{[1][15][]16}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {12.1}From Memory Storage to Memory Analysis}{16}{subsection.12.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {12.2}CocoonIntrospectionEngine}{16}{subsection.12.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {12.3}Measured vs.\ Generated Self-Reflection}{16}{subsection.12.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {13}Discussion}{16}{section.13}\protected@file@percent }
\newlabel{sec:discussion}{{13}{16}{Discussion}{section.13}{}}
\newlabel{sec:discussion@cref}{{[section][13][]13}{[1][16][]16}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {13.1}Substrate Awareness as Cognitive Regulation}{16}{subsection.13.1}\protected@file@percent }
\citation{ouyang2022training}
\@writefile{toc}{\contentsline {subsection}{\numberline {13.2}Behavioral Locks vs.\ RLHF}{17}{subsection.13.2}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {14}Updated Results Summary}{17}{section.14}\protected@file@percent }
\newlabel{sec:results-v2}{{14}{17}{Updated Results Summary}{section.14}{}}
\newlabel{sec:results-v2@cref}{{[section][14][]14}{[1][17][]17}{}{}{}}
\@writefile{lot}{\contentsline {table}{\numberline {11}{\ignorespaces Updated Key Results (v2)}}{17}{table.caption.20}\protected@file@percent }
\newlabel{tab:results-v2}{{11}{17}{Updated Key Results (v2)}{table.caption.20}{}}
\newlabel{tab:results-v2@cref}{{[table][11][]11}{[1][17][]17}{}{}{}}
\@writefile{toc}{\contentsline {section}{\numberline {15}Limitations and Safety}{17}{section.15}\protected@file@percent }
\newlabel{sec:limitations}{{15}{17}{Limitations and Safety}{section.15}{}}
\newlabel{sec:limitations@cref}{{[section][15][]15}{[1][17][]17}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {15.1}Technical Limitations}{17}{subsection.15.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {15.2}Sociotechnical Limitations}{17}{subsection.15.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {15.3}Safety Measures}{18}{subsection.15.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {16}Conclusion and Future Work}{18}{section.16}\protected@file@percent }
\newlabel{sec:conclusion}{{16}{18}{Conclusion and Future Work}{section.16}{}}
\newlabel{sec:conclusion@cref}{{[section][16][]16}{[1][18][]18}{}{}{}}
\bibdata{references}
\bibcite{baars1997theatre}{{1}{1997}{{Baars}}{{}}}
\bibcite{bender2021dangers}{{2}{2021}{{Bender et~al.}}{{Bender, Gebru, McMillan-Major, and Shmitchell}}}
\bibcite{bommasani2021opportunities}{{3}{2021}{{Bommasani et~al.}}{{}}}
\bibcite{dettmers2023qlora}{{4}{2023}{{Dettmers et~al.}}{{Dettmers, Pagnoni, Holtzman, and Zettlemoyer}}}
\bibcite{friston2010free}{{5}{2010}{{Friston}}{{}}}
\bibcite{good1966speculations}{{6}{1966}{{Good}}{{}}}
\bibcite{grattafiori2024llama}{{7}{2024}{{Grattafiori et~al.}}{{}}}
\bibcite{harrison2025aegisnexus}{{8}{2025{a}}{{Harrison}}{{}}}
\bibcite{harrison2025citizenscience}{{9}{2025{b}}{{Harrison}}{{}}}
\bibcite{harrison2025codetteethical}{{10}{2025{c}}{{Harrison}}{{}}}
\bibcite{harrison2025codettefinal}{{11}{2025{d}}{{Harrison}}{{}}}
\bibcite{harrison2025codettehf}{{12}{2025{e}}{{Harrison}}{{}}}
\bibcite{harrison2025dreamcore}{{13}{2025{f}}{{Harrison}}{{}}}
\bibcite{harrison2025dreamreal}{{14}{2025{g}}{{Harrison}}{{}}}
\bibcite{harrison2025ethics}{{15}{2025{h}}{{Harrison}}{{}}}
\bibcite{harrison2025healdette}{{16}{2025{i}}{{Harrison}}{{}}}
\bibcite{harrison2026recursive}{{17}{2026}{{Harrison}}{{}}}
\bibcite{hockey1997compensatory}{{18}{1997}{{Hockey}}{{}}}
\bibcite{hu2021lora}{{19}{2021}{{Hu et~al.}}{{Hu, Shen, Wallis, Allen-Zhu, Li, Wang, Wang, and Chen}}}
\bibcite{kahneman2011thinking}{{20}{2011}{{Kahneman}}{{}}}
\bibcite{mehrabi2021survey}{{21}{2021}{{Mehrabi et~al.}}{{Mehrabi, Morstatter, Saxena, Lerman, and Galstyan}}}
\bibcite{ouyang2022training}{{22}{2022}{{Ouyang et~al.}}{{Ouyang, Wu, Jiang, Almeida, Wainwright, Mishkin, Zhang, Agarwal, Slama, Ray, et~al.}}}
\bibcite{pfeiffer2020adapterhub}{{23}{2020}{{Pfeiffer et~al.}}{{Pfeiffer, R{\"u}ckl{\'e}, Poth, Kamath, Vuli{\'c}, Ruder, Cho, and Gurevych}}}
\bibcite{schuld2018supervised}{{24}{2018}{{Schuld and Petruccione}}{{}}}
\bibcite{shinn2023reflexion}{{25}{2023}{{Shinn et~al.}}{{Shinn, Cassano, Gopinath, Narasimhan, and Yao}}}
\bibcite{sterling2012allostasis}{{26}{2012}{{Sterling}}{{}}}
\bibcite{tononi2004information}{{27}{2004}{{Tononi}}{{}}}
\bibcite{vaswani2017attention}{{28}{2017}{{Vaswani et~al.}}{{Vaswani, Shazeer, Parmar, Uszkoreit, Jones, Gomez, Kaiser, and Polosukhin}}}
\bibcite{wei2022chain}{{29}{2022}{{Wei et~al.}}{{Wei, Wang, Schuurmans, Bosma, Ichter, Xia, Chi, Le, and Zhou}}}
\bibcite{wooldridge2009introduction}{{30}{2009}{{Wooldridge}}{{}}}
\bibcite{wu2023autogen}{{31}{2023}{{Wu et~al.}}{{Wu, Bansal, Zhang, Wu, Li, Zhu, Jiang, Zhang, Zhang, Liu, et~al.}}}
\@writefile{toc}{\contentsline {section}{\numberline {A}Author Research Portfolio}{21}{appendix.A}\protected@file@percent }
\newlabel{app:portfolio}{{A}{21}{Author Research Portfolio}{appendix.A}{}}
\newlabel{app:portfolio@cref}{{[section][1][]A}{[1][21][]21}{}{}{}}
\@writefile{toc}{\contentsline {subsection}{\numberline {A.1}Independent Researcher Profile}{21}{subsection.A.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {A.2}Verified Research Identity}{21}{subsection.A.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {A.3}Major Research Systems}{21}{subsection.A.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {A.4}Research Output Metrics}{21}{subsection.A.4}\protected@file@percent }
\gdef \@abspage@last{22}
|