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Cerri. Chem Synth 2023;3:18  https://dx.doi.org/10.20517/cs.2022.37              Page 3 of 9

               collectively, perceive, understand, reason, decide and act) and artificial intelligence, which links the two
               complementary disciplines. This vision of informatics includes

               1. Technical/mathematical components, such as logic, complexity theory, algorithms, software, databases,
               hardware, and networks typical of computer science; the anatomy of artificial systems.


               2. Functional processes, such as perception, reasoning, communication in natural language, and action: the
               physiology of natural systems typical of cognitive science.


               3. The synergy between artificial and natural systems typical of artificial intelligence, for instance, in the
               approach called “multi-agent systems” pioneered by Norbert Wiener in his book on Cybernetics: (https://
               en.wikipedia.org/wiki/Cybernetics:_Or_Control_and_Communication_in_the_Animal_and_the_Machine).


               4. And, in recent years, emotions and social studies.


               In other words, information and knowledge are essential elements of “agents,” whether the latter are living
               or artificial, engaged collectively in collaboration and competition (see, e.g., evidence of these processes in
               the development of species produced by Darwin), as has long been recognized as the case for animals, from
               single cells to complex heterogeneous living societies.

               In this vein, the author will revisit his interactions with Prof. Krief over the last 20 years to demonstrate that
               the latter’s vision merits profound interest regarding the future of chemistry and natural sciences more
               broadly and, consequently, of related technologies.

               THE ENCORE PROJECT: KNOWLEDGE CONSTRUCTION AND USE BY INTERACTIONS
               Around 2003, the author met Prof. Krief, who was interested in our work and considered it somewhat
               different from other computer scientists he had encountered previously. At the time, Prof. Krief wanted to
               devote his experience, competence, and reputation to an enterprise that was attractive and simultaneously
               daunting - the EnCOrE project.


               EnCOrE is an acronym for Encyclopedie Chimie Organique Electronique. The idea was to build a
               repository (an encyclopedia) in the domain of organic chemistry that could help scientists and students
               “understand and forecast” natural phenomena in organic chemistry (e.g., reactions).


               As an informatician, the author was enthusiastic about the project, which could be a very concrete,
               compelling, and valuable testbed for constructing a series of interactive, knowledge-based systems but
               recognizing that critical bottlenecks would include using such systems once they existed and the
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               construction itself. By 2005, we could include EnCOrE in the European Union (EU) 6  Framework
               Programme Project E-LeGI (European Learning Grid Infrastructure https://cordis.europa.eu/project/id/
               002205). The proposal convinced the EU that the interactions necessary for constructing and using EnCOrE
               were significant for human learning. As one of the critical application testbeds (or SEES: Service Elicitation
               Exploitation Scenarios), EnCOrE won part of a significant support gained by E-LeGI (€10 million for 23
               partners) from the EU for a period of four years.
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