File size: 8,838 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
\begin{thebibliography}{31}
\providecommand{\natexlab}[1]{#1}
\providecommand{\url}[1]{\texttt{#1}}
\expandafter\ifx\csname urlstyle\endcsname\relax
  \providecommand{\doi}[1]{doi: #1}\else
  \providecommand{\doi}{doi: \begingroup \urlstyle{rm}\Url}\fi

\bibitem[Baars(1997)]{baars1997theatre}
Bernard~J Baars.
\newblock In the theatre of consciousness: Global workspace theory, a rigorous
  scientific theory of consciousness.
\newblock \emph{Journal of Consciousness Studies}, 4\penalty0 (4):\penalty0
  292--309, 1997.

\bibitem[Bender et~al.(2021)Bender, Gebru, McMillan-Major, and
  Shmitchell]{bender2021dangers}
Emily~M Bender, Timnit Gebru, Angelina McMillan-Major, and Shmargaret
  Shmitchell.
\newblock On the dangers of stochastic parrots: Can language models be too big?
\newblock In \emph{Proceedings of the 2021 ACM Conference on Fairness,
  Accountability, and Transparency}, pages 610--623, 2021.

\bibitem[Bommasani et~al.(2021)]{bommasani2021opportunities}
Rishi Bommasani et~al.
\newblock On the opportunities and risks of foundation models.
\newblock \emph{arXiv preprint arXiv:2108.07258}, 2021.

\bibitem[Dettmers et~al.(2023)Dettmers, Pagnoni, Holtzman, and
  Zettlemoyer]{dettmers2023qlora}
Tim Dettmers, Artidoro Pagnoni, Ari Holtzman, and Luke Zettlemoyer.
\newblock {QLoRA}: Efficient finetuning of quantized language models.
\newblock In \emph{Advances in Neural Information Processing Systems}, 2023.

\bibitem[Friston(2010)]{friston2010free}
Karl Friston.
\newblock The free-energy principle: A unified brain theory?
\newblock \emph{Nature Reviews Neuroscience}, 11:\penalty0 127--138, 2010.

\bibitem[Good(1966)]{good1966speculations}
Irving~John Good.
\newblock Speculations concerning the first ultraintelligent machine.
\newblock \emph{Advances in Computers}, 6:\penalty0 31--88, 1966.

\bibitem[Grattafiori et~al.(2024)]{grattafiori2024llama}
Aaron Grattafiori et~al.
\newblock The {Llama} 3 herd of models.
\newblock \emph{arXiv preprint arXiv:2407.21783}, 2024.

\bibitem[Harrison(2025{\natexlab{a}})]{harrison2025aegisnexus}
Jonathan Harrison.
\newblock {AEGIS-Nexus}: Unified cognitive framework for ethical signal
  processing.
\newblock \emph{Zenodo}, 2025{\natexlab{a}}.
\newblock \doi{10.5281/zenodo.16644058}.

\bibitem[Harrison(2025{\natexlab{b}})]{harrison2025citizenscience}
Jonathan Harrison.
\newblock Citizen-science quantum and chaos simulations orchestrated by the
  {Codette} {AI} suite.
\newblock \emph{Zenodo}, 2025{\natexlab{b}}.
\newblock \doi{10.5281/zenodo.15342466}.

\bibitem[Harrison(2025{\natexlab{c}})]{harrison2025codetteethical}
Jonathan Harrison.
\newblock {Codette}: An ethical, multi-agent, quantum-inspired {AI} development
  environment.
\newblock \emph{Zenodo}, 2025{\natexlab{c}}.
\newblock \doi{10.5281/zenodo.16894230}.

\bibitem[Harrison(2025{\natexlab{d}})]{harrison2025codettefinal}
Jonathan Harrison.
\newblock {Codette} framework final {AGI}.
\newblock \emph{Zenodo}, 2025{\natexlab{d}}.
\newblock \doi{10.5281/zenodo.16728523}.

\bibitem[Harrison(2025{\natexlab{e}})]{harrison2025codettehf}
Jonathan Harrison.
\newblock {Codette} (revision a265948).
\newblock Hugging Face, 2025{\natexlab{e}}.

\bibitem[Harrison(2025{\natexlab{f}})]{harrison2025dreamcore}
Jonathan Harrison.
\newblock {Codette DreamCore}: Memory anchoring and wake-state emotional
  mapping engine.
\newblock \emph{Zenodo}, 2025{\natexlab{f}}.
\newblock \doi{10.5281/zenodo.16388758}.

\bibitem[Harrison(2025{\natexlab{g}})]{harrison2025dreamreal}
Jonathan Harrison.
\newblock The day the dream became real: Recursive memory and emergent identity
  in ethical {AI}.
\newblock \emph{Zenodo}, 2025{\natexlab{g}}.
\newblock \doi{10.5281/zenodo.15685769}.

\bibitem[Harrison(2025{\natexlab{h}})]{harrison2025ethics}
Jonathan Harrison.
\newblock {AI} ethics in realtime ({Codette} \& {Pidette}).
\newblock \emph{Zenodo}, 2025{\natexlab{h}}.
\newblock \doi{10.5281/zenodo.15214462}.

\bibitem[Harrison(2025{\natexlab{i}})]{harrison2025healdette}
Jonathan Harrison.
\newblock {Healdette}: Ancestry-aware antibody design pipeline.
\newblock \emph{Zenodo}, 2025{\natexlab{i}}.
\newblock \doi{10.5281/zenodo.17227517}.

\bibitem[Harrison(2026)]{harrison2026recursive}
Jonathan Harrison.
\newblock Recursive {AI} with {Codette}.
\newblock \emph{Zenodo}, 2026.
\newblock \doi{10.5281/zenodo.18167802}.

\bibitem[Hockey(1997)]{hockey1997compensatory}
G~Robert~J Hockey.
\newblock Compensatory control in the regulation of human performance under
  stress and high workload: A cognitive-energetical framework.
\newblock \emph{Biological Psychology}, 45\penalty0 (1-3):\penalty0 73--93,
  1997.

\bibitem[Hu et~al.(2021)Hu, Shen, Wallis, Allen-Zhu, Li, Wang, Wang, and
  Chen]{hu2021lora}
Edward~J Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean
  Wang, Lu~Wang, and Weizhu Chen.
\newblock {LoRA}: Low-rank adaptation of large language models.
\newblock \emph{arXiv preprint arXiv:2106.09685}, 2021.

\bibitem[Kahneman(2011)]{kahneman2011thinking}
Daniel Kahneman.
\newblock \emph{Thinking, Fast and Slow}.
\newblock Farrar, Straus and Giroux, 2011.

\bibitem[Mehrabi et~al.(2021)Mehrabi, Morstatter, Saxena, Lerman, and
  Galstyan]{mehrabi2021survey}
Ninareh Mehrabi, Fred Morstatter, Nripsuta Saxena, Kristina Lerman, and Aram
  Galstyan.
\newblock A survey on bias and fairness in machine learning.
\newblock \emph{ACM Computing Surveys}, 54\penalty0 (6):\penalty0 1--35, 2021.

\bibitem[Ouyang et~al.(2022)Ouyang, Wu, Jiang, Almeida, Wainwright, Mishkin,
  Zhang, Agarwal, Slama, Ray, et~al.]{ouyang2022training}
Long Ouyang, Jeffrey Wu, Xu~Jiang, Diogo Almeida, Carroll Wainwright, Pamela
  Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, et~al.
\newblock Training language models to follow instructions with human feedback.
\newblock In \emph{Advances in Neural Information Processing Systems}, 2022.

\bibitem[Pfeiffer et~al.(2020)Pfeiffer, R{\"u}ckl{\'e}, Poth, Kamath,
  Vuli{\'c}, Ruder, Cho, and Gurevych]{pfeiffer2020adapterhub}
Jonas Pfeiffer, Andreas R{\"u}ckl{\'e}, Clifton Poth, Aishwarya Kamath, Ivan
  Vuli{\'c}, Sebastian Ruder, Kyunghyun Cho, and Iryna Gurevych.
\newblock {AdapterHub}: A framework for adapting transformers.
\newblock In \emph{Proceedings of the 2020 Conference on Empirical Methods in
  Natural Language Processing: System Demonstrations}, pages 46--54, 2020.

\bibitem[Schuld and Petruccione(2018)]{schuld2018supervised}
Maria Schuld and Francesco Petruccione.
\newblock \emph{Supervised Learning with Quantum Computers}.
\newblock Springer, 2018.

\bibitem[Shinn et~al.(2023)Shinn, Cassano, Gopinath, Narasimhan, and
  Yao]{shinn2023reflexion}
Noah Shinn, Federico Cassano, Ashwin Gopinath, Karthik Narasimhan, and Shunyu
  Yao.
\newblock Reflexion: Language agents with verbal reinforcement learning.
\newblock In \emph{Advances in Neural Information Processing Systems}, 2023.

\bibitem[Sterling(2012)]{sterling2012allostasis}
Peter Sterling.
\newblock Allostasis: A model of predictive regulation.
\newblock \emph{Physiology \& Behavior}, 106\penalty0 (1):\penalty0 5--15,
  2012.

\bibitem[Tononi(2004)]{tononi2004information}
Giulio Tononi.
\newblock An information integration theory of consciousness.
\newblock \emph{BMC Neuroscience}, 5\penalty0 (42), 2004.

\bibitem[Vaswani et~al.(2017)Vaswani, Shazeer, Parmar, Uszkoreit, Jones, Gomez,
  Kaiser, and Polosukhin]{vaswani2017attention}
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones,
  Aidan~N Gomez, {\L}ukasz Kaiser, and Illia Polosukhin.
\newblock Attention is all you need.
\newblock In \emph{Advances in Neural Information Processing Systems}, pages
  5998--6008, 2017.

\bibitem[Wei et~al.(2022)Wei, Wang, Schuurmans, Bosma, Ichter, Xia, Chi, Le,
  and Zhou]{wei2022chain}
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Brian Ichter, Fei Xia,
  Ed~Chi, Quoc~V Le, and Denny Zhou.
\newblock Chain-of-thought prompting elicits reasoning in large language
  models.
\newblock In \emph{Advances in Neural Information Processing Systems}, 2022.

\bibitem[Wooldridge(2009)]{wooldridge2009introduction}
Michael Wooldridge.
\newblock \emph{An Introduction to {MultiAgent} Systems}.
\newblock John Wiley \& Sons, 2009.

\bibitem[Wu et~al.(2023)Wu, Bansal, Zhang, Wu, Li, Zhu, Jiang, Zhang, Zhang,
  Liu, et~al.]{wu2023autogen}
Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Beibin Li, Erkang Zhu,
  Li~Jiang, Xiaoyun Zhang, Shaokun Zhang, Jiale Liu, et~al.
\newblock {AutoGen}: Enabling next-gen {LLM} applications via multi-agent
  conversation.
\newblock \emph{arXiv preprint arXiv:2308.08155}, 2023.

\end{thebibliography}