journal article·2025-05Open access

Chemical AI in the Limelight: The Contribution of Photochromic Materials and Oscillatory Chemical Reactions

Pier Luigi Gentili

Advanced Optical Materials· Volume 13· Issue 15

Abstract

Abstract Chemical Artificial Intelligence (CAI) is the burgeoning research field devising chemical systems in “wetware” (i.e., in liquid solutions) to mimic biological intelligence competencies. UV–visible radiation is valuable for maintaining those systems out‐of‐equilibrium, prompting them to respond to optical and other physicochemical signals and probing their evolution. As it occurs in all the kingdoms of life, photochromic compounds play a relevant role. Several living beings exploit photochromic switches for variegate responses to the features of the environmental light. This work proposes a plausible justification by evidencing how each photochrome can be conceived as a trivial form of Markov blanket and implement (i) forward, (ii) final, and (iii) circular causalities. Furthermore, photochromic materials are appropriate for processing Boolean and fuzzy logic, exploiting their chemical reactivity, chaos, and quantum computing. Finally, photochromic molecules and oscillatory chemical reactions are promising ingredients for developing neuromorphic engineering in wetware based on optical signals. CAI inspires the design of adaptive, active, and autonomous chemical systems, which help humanity to colonize the molecular world against diseases, pollution, and poverty.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Photoreceptor and optogenetics research · Photochromic and Fluorescence Chemistry · Advanced Chemical Sensor Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Chemistry Biology and Biotechnology Università degli Studi di Perugia Perugia 06123 Italy

Funding

Ministero dell’Istruzione, dell’Università e della Ricerca · European Commission

References (100+)

Show source-provided references
1. Schrödinger E. · 1944
2. Monod J. · 1972
3. 10.1103/RevModPhys.51.44710.1103/RevModPhys.51.447 ↗
4. Eigen M. · 1979
5. 10.1007/978-94-009-8947-410.1007/978-94-009-8947-4 ↗
6. Dyson F. J. · 1985
7. Rosen R. · 1991
8. 10.1093/oso/9780195079517.001.000110.1093/oso/9780195079517.001.0001 ↗
9. 10.1093/acprof:oso/9780198507260.001.000110.1093/acprof:oso/9780198507260.001.0001 ↗
10. James W. · 1890
11. Gell‐Mann M. · 1994
12. Wheeler J. A. · 1990 · 3
13. 10.1007/3-540-27698-X10.1007/3-540-27698-X ↗
14. 10.1017/978131658420010.1017/9781316584200 ↗
15. 10.1007/s12210-020-00972-010.1007/s12210-020-00972-0 ↗
16. 10.1016/j.bbrc.2024.15006010.1016/j.bbrc.2024.150060 ↗
17. 10.1039/c3ra44657c10.1039/c3ra44657c ↗
18. 10.1021/acs.jcim.1c0061910.1021/acs.jcim.1c00619 ↗
19. 10.1038/s41586-018-0337-210.1038/s41586-018-0337-2 ↗
20. 10.1126/sciadv.abo262610.1126/sciadv.abo2626 ↗
21. 10.1039/C7CS00117G10.1039/C7CS00117G ↗
22. 10.3389/frobt.2023.126601110.3389/frobt.2023.1266011 ↗
23. Prigogine I. · Time, Struct. Fluct. · 1977 · 201 · 777
24. 10.1039/9781839169465-0000110.1039/9781839169465-00001 ↗
25. 10.1039/D0SM90137G10.1039/D0SM90137G ↗
26. 10.1038/s42003-024-06037-410.1038/s42003-024-06037-4 ↗
27. Levin M. · 2023
28. 10.1002/anie.20120839710.1002/anie.201208397 ↗
29. 10.3389/fbioe.2023.113254610.3389/fbioe.2023.1132546 ↗
30. 10.3390/e501000310.3390/e5010003 ↗
31. 10.1201/978042945504910.1201/9780429455049 ↗
32. 10.3389/frobt.2023.123849210.3389/frobt.2023.1238492 ↗
33. 10.3389/fbioe.2022.92711010.3389/fbioe.2022.927110 ↗
34. 10.1021/acs.chemrev.1c0074610.1021/acs.chemrev.1c00746 ↗
35. 10.1021/acsomega.2c0496910.1021/acsomega.2c04969 ↗
36. 10.1002/asia.20190181110.1002/asia.201901811 ↗
37. 10.3390/molecules2911252110.3390/molecules29112521 ↗
38. 10.1037/a002933410.1037/a0029334 ↗
39. De Silva A. P. · 2013
40. 10.1002/cphc.20120015710.1002/cphc.201200157 ↗
41. 10.1021/cr068403q10.1021/cr068403q ↗
42. 10.1002/1521-4095(20020318)14:6<401::AID-ADMA401>3.0.CO;2-F10.1002/1521-4095(20020318)14:6<401::AID-ADMA401>3.0.CO;2-F ↗
43. 10.1002/anie.20070087910.1002/anie.200700879 ↗
44. Gentili P. L. · Chem. Syst. Chem. · 2024 · 6
45. 10.1002/adom.20190040410.1002/adom.201900404 ↗
46. 10.1002/adma.20220441310.1002/adma.202204413 ↗
47. 10.1021/ar000171910.1021/ar0001719 ↗
48. 10.1021/acscentsci.0c0006410.1021/acscentsci.0c00064 ↗
49. 10.1002/ejoc.20210127110.1002/ejoc.202101271 ↗
50. 10.1021/acsomega.8b0294010.1021/acsomega.8b02940 ↗
51. 10.1021/cr500249p10.1021/cr500249p ↗
52. 10.1021/ar400318d10.1021/ar400318d ↗
53. 10.1002/adfm.20220186610.1002/adfm.202201866 ↗
54. 10.1002/adma.20180454010.1002/adma.201804540 ↗
55. 10.1039/C6CS00738D10.1039/C6CS00738D ↗
56. 10.1057/9781137349088_2610.1057/9781137349088_26 ↗
57. 10.1002/cplx.613001040510.1002/cplx.6130010405 ↗
58. Pérez‐Mercader J. · 2004 · 27
59. 10.3390/life1004004210.3390/life10040042 ↗
60. Dürr H. · 2003
61. Crano J. C. · 1999
62. Björn L. · 2007
63. 10.3389/fbioe.2021.80456310.3389/fbioe.2021.804563 ↗
64. 10.1186/gb-2005-6-3-21310.1186/gb-2005-6-3-213 ↗
65. 10.1146/annurev-arplant-080620-02422110.1146/annurev-arplant-080620-024221 ↗
66. 10.1038/s41586-024-08301-310.1038/s41586-024-08301-3 ↗
67. 10.1046/j.1365-313X.2002.01415.x10.1046/j.1365-313X.2002.01415.x ↗
68. 10.1073/pnas.05152029810.1073/pnas.051520298 ↗
69. 10.1529/biophysj.106.08860910.1529/biophysj.106.088609 ↗
70. 10.1038/nrmicro75110.1038/nrmicro751 ↗
71. 10.1038/nchem.239810.1038/nchem.2398 ↗
72. 10.1021/acs.jpcb.7b0232910.1021/acs.jpcb.7b02329 ↗
73. 10.1002/anie.20191638110.1002/anie.201916381 ↗
74. 10.1002/9780470125922.ch210.1002/9780470125922.ch2 ↗
75. 10.1016/j.chemphys.2005.01.02010.1016/j.chemphys.2005.01.020 ↗
76. 10.1021/cr980081610.1021/cr9800816 ↗
77. 10.1021/acs.chemrev.7b0017710.1021/acs.chemrev.7b00177 ↗
78. 10.1039/b407541b10.1039/b407541b ↗
79. 10.1021/acs.chemrev.7b0011010.1021/acs.chemrev.7b00110 ↗
80. 10.3390/photochem402001510.3390/photochem4020015 ↗
81. 10.1038/s41467-021-21797-x10.1038/s41467-021-21797-x ↗
82. 10.1016/j.jphotochemrev.2011.08.00310.1016/j.jphotochemrev.2011.08.003 ↗
83. 10.1021/bi011613710.1021/bi0116137 ↗
84. 10.1021/jp052996b10.1021/jp052996b ↗
85. 10.1021/acs.accounts.2c0045310.1021/acs.accounts.2c00453 ↗
86. 10.1039/dc983750031510.1039/dc9837500315 ↗
87. 10.1016/j.chemphys.2004.09.00410.1016/j.chemphys.2004.09.004 ↗
88. 10.1038/150563a010.1038/150563a0 ↗
89. 10.1038/nrg.2016.9810.1038/nrg.2016.98 ↗
90. 10.1007/978-3-540-92910-910.1007/978-3-540-92910-9 ↗
91. Gentili P. L. · Int. J. Unconv. Comput. · 2023 · 18 · 291
92. 10.1038/s41586-023-06600-910.1038/s41586-023-06600-9 ↗
93. 10.1016/j.biosystems.2023.10511510.1016/j.biosystems.2023.105115 ↗
94. Note: At this point it is spontaneous to ask if what we consider teleonomic entities are actually teleological. Evolution is ruled by physicochemical laws. Who fixed these laws? If we admit the existence of a Lawmaker then all the teleonomic entities should be conceived as teleological because they were designed by the Creator Lawmaker.
95. 10.1093/biolinnean/blac06010.1093/biolinnean/blac060 ↗
96. 10.1097/00000441-193212000-0002810.1097/00000441-193212000-00028 ↗
97. Wiener N. · 1948
98. Ashby W. R. · 1960
99. 10.1038/d41586-023-00504-410.1038/d41586-023-00504-4 ↗
100. 10.1007/978-1-4939-1218-6_310.1007/978-1-4939-1218-6_3 ↗