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Planetary biotechnospheres, biotechnosignatures and the search for extraterrestrial intelligence

Published online by Cambridge University Press:  08 September 2023

Irina K. Romanovskaya*
Affiliation:
Natural Sciences, Houston Community College System, Houston, TX, USA
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Abstract

The concept of planetary intelligence as collective intelligence is used to consider possible evolutionary paths of biotechnospheres that emerge on the intersection of the technosphere with the biosphere and support coupling of the technosphere with the biosphere, thus affecting planetary evolution. In mature biotechnospheres, the intelligence of technologies and the intelligence of life forms, including engineered life forms, could act in concert to perform various tasks (e.g. monitoring planetary biospheres and environments; restoring planetary environments and biodiversity; steading planetary environments; providing support for space missions; terraforming cosmic objects). Space exploration can expand biotechnospheres beyond planets and create cosmic ecosystems encompassing planets and other cosmic objects; biotechnospheres, spacecraft and the environments of near-planetary, interplanetary space or interstellar space. Humankind, other civilizations or their intelligent machines may produce biotechnosignatures (i.e. observables and artefacts of biotechnospheres) in the Solar System and beyond. I propose ten possible biotechnosignatures and strategies for the search for these biotechnosignatures in situ and over interstellar distances. For example, if a non-human advanced civilization existed and built biotechnospheres on Earth in the past, its biotechnospheres could use engineered bacteria and the descendants of that bacteria could currently exist on Earth and have properties pertaining to the functions of the ancient bacteria in the biotechnospheres (such properties are proposed and discussed); intelligent technologies created by the ancient civilization could migrate to the Solar System's outer regions (possible scenarios of their migration and their technosignatures and biotechnosignatures are discussed); these two scenarios are described as the Cosmic Descendants hypothesis. Interstellar asteroids, free-floating planets, spacecraft and objects gravitationally bound to flyby stars might carry extraterrestrial biotechnospheres and pass through the Solar System. In connection to the fate of post-main-sequence stars and their Oort clouds, the probability for interstellar asteroids to carry biotechnospheres or to be interstellar spacecraft is estimated as very low.

Type
Research Article
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Copyright © The Author(s), 2023. Published by Cambridge University Press

Introduction

Hypothetical technologically advanced civilizations may modify themselves towards their peaceful coexistence with planetary environments (Ivanov et al., Reference Ivanov, Beamín, Cáceres and Minniti2020). However, planetary environments change over time both gradually and abruptly in response to geological and astronomical events, and it can be challenging or even impossible for advanced biological species to modify themselves every time when technogenic, geological or astronomical events negatively affect their planets. This is why such hypothetical advanced civilizations, as well as some industrial civilizations that have not achieved harmonious relationships with their planets, may seek ways to steady their planetary environments and to preserve their biospheres.

One way could be to create and use biotechnospheres defined here as systems comprising technologies and life forms acting together towards common goals, with some of the biotechnospheres’ technologies potentially using artificial intelligence (AI), machine learning or some other types of advanced software systems. A biotechnosphere can be generally described as a system existing on the intersection of a civilization's technosphere with the biosphere of a planet or with the environment of cosmic objects other than planets (e.g. moons and asteroids), in which life forms, including engineered life forms and biological matter (i.e. in vitro neural networks), act in concert with intelligent technologies to perform various tasks. These tasks can include monitoring and preservation of a planet's biosphere and biodiversity; preservation of the planetary environment in a steady state; restoration of the planetary environment after disastrous events; space exploration; terraformation and accomplishment of other tasks such as medical processes, industrial processes, mining, agricultural and food production processes. Some biotechnospheres could exist as systems of biologically inspired technologies, representing the fusion of technologies with scientific and engineering solutions found in life forms.

For example, a nuclear power plant is part of the man-made technosphere. Bacteria capable of microbial transformations of radioactive waste (Lloyd and Renshaw, Reference Lloyd and Renshaw2005) are part of the biosphere. If human scientists and engineers use technologies to monitor, contain and control such bacteria within a limited area, where the bacteria perform bioremediation of the radioactive waste from the nuclear power plant, then the technologies and the bacteria, as well as human operators controlling the technologies, create a localized biotechnosphere (i.e. a biotechnosphere that functions within a limited area). A more advanced localized biotechnosphere designed for this purpose could include genetically engineered bacteria or synthesized novel bacteria performing bioremediation of the radioactive waste more efficiently. It could also include AI that would monitor other participating technologies, monitor the bacteria, make some decisions regarding the biotechnosphere and report to human operators. Another example of a localized biotechnosphere would be life support systems and resource utilization systems used for human space missions and comprising technologies, microorganisms and plants.

A planetary biotechnosphere would function on a planetary scale to regulate the planetary environment, preserve biodiversity and perform other tasks. It could incorporate intelligent technologies, in vitro neural networks of biological origin, simple life forms and complex life forms, including engineered life forms. It could be composed of large sets of localized biotechnospheres or it could function as one planet-wide system. Because microbes have a higher chance of surviving catastrophic events and mass extinctions, a civilization creating a planetary biotechnosphere would likely place an emphasis on using microbes as part of the planetary biotechnosphere instead of, for example, creating a planetary biotechnosphere overwhelmingly dependent on plants remediating the environment.

The concept of planetary intelligence operating at a planetary scale and integrated into the function of coupled planetary systems was proposed in another study as a framework for understanding the possible evolution of inhabited planets and foreseeing possible directions of intelligentially guided planetary evolution (Frank et al., Reference Frank, Grinspoon and Walker2022). The concept of planetary intelligence is used in this study to examine possible evolutionary paths of biotechnospheres in which the intelligence of technologies and the intelligence of life forms act in concert towards common goals (e.g. the goals of preserving biodiversity and keeping planetary environments steady).

Whereas technosignatures refer to observational manifestations of technology, observational manifestations of biotechnospheres as well as their artefacts are termed here biotechnosignatures. Possible biotechnosignatures that may be detected in situ and over interstellar distances are proposed and discussed, strategies for their search are proposed. The possibility and probability of transient biotechnospheres are also discussed.

Biotechnospheres and preservation of planetary environments, biodiversity, space exploration and space colonization

AI for preservation of planetary environments and biodiversity

Biodiversity is being depleted, as more than 1 million species face extinction and ecosystems experience stress from climate change and other impacts (Silvestro et al., Reference Silvestro, Goria, Sterner and Antonelli2022). It was proposed that AI holds great promise for improving the conservation and sustainable use of ecosystems and optimizing biodiversity protection (Yigitcanlar, Reference Yigitcanlar2021; Silvestro et al., Reference Silvestro, Goria, Sterner and Antonelli2022). For example, AI could be used for systematic conservation planning to optimize a conservation policy based on biodiversity monitoring (Silvestro et al., Reference Silvestro, Goria, Sterner and Antonelli2022). AI could support the conservation of forests that are dominant terrestrial ecosystems harbouring 90% of terrestrial biodiversity; AI-powered technology could be used for detection of anthropogenic threats to the forest, hazard assessment and prediction, assessment of needed restoration and reforestation, forest resource quantification and mapping, tracking illegal wood trafficking, and monitoring forest health and phenology (Albuquerque et al., Reference Albuquerque, Vieira, Ferreira, Soares, Olsen, Araujo, Vicente, Tymus, Balieiro, Matsumoto and Grohmann2022; Shivaprakash et al., Reference Shivaprakash, Swami, Mysorekar, Arora, Gangadharan, Vohra, Jadeyegowda and Kiesecker2022).

Whereas AI and machine learning could significantly contribute to the mitigation of environmental problems and human-induced impact on the biodiversity of Earth, it is also important to account for CO2 emissions generated by AI when AI is learning and applying AI models. Approximately 1% of the world's electricity is consumed by cloud computing, and its share is growing (Anthony et al., Reference Anthony, Kanding and Selvan2020). AI and machine learning are a big and rapidly evolving part of the information technology industry; as AI progresses to larger and larger models with growing computational complexity, its electrical-energy consumption and, consequently, equivalent carbon emissions (eq. CO2) are growing and leading to the undesirable ecological impact (Budennyy et al., Reference Budennyy, Lazarev, Zakharenko, Korovin, Plosskaya, Dimitrov, Akhripkin, Pavlov, Oseledets, Barsola and Egorov2022). AI's demand for data and in computing power is growing at an exponential rate, faster than used to be the ‘Moore's law’, so that the large structures (e.g. GPT-3) require resources for their learning phase, which are in the order of magnitude of hundreds of MWh (Duranton, Reference Duranton2021).

One reason why AI consumes substantial amounts of energy is that it requires large data sets to train its algorithms, and AI algorithms also require frequent updates and modifications to improve their performance; another reason is that the training of AI algorithms is an iterative process that requires running the same computations many times, with each iteration consuming a significant amount of energy (Strubell et al., Reference Strubell, Ganesh and McCallum2019). The main strategy to resolve this issue is to develop a stream of optimizations in hardware, software and data usage to make AI energy efficient (Budennyy et al., Reference Budennyy, Lazarev, Zakharenko, Korovin, Plosskaya, Dimitrov, Akhripkin, Pavlov, Oseledets, Barsola and Egorov2022; Surianarayanan et al., Reference Surianarayanan, Lawrence, Chelliah, Prakash and Hewage2023). It was also proposed that neuromorphic computing can create energy-efficient hardware for information processing by mimicking the distributed topology of the brain (Furber, Reference Furber2016; Marković et al., Reference Marković, Mizrahi, Querlioz and Grollier2020). Neuroelectronic systems are promising to deliver neuromorphic interfaces where silicon and brain neurons are intertwined, sharing signal transmission and processing rules (Serb et al., Reference Serb, Corna, George, Khiat, Rocchi, Reato, Maschietto, Mayr, Indiveri, Vassanelli and Prodromakis2020).

For example, two memristive connections that linked silicon neurons and brain neurons of the rat hippocampus in both directions emulated synaptic function (Serb et al., Reference Serb, Corna, George, Khiat, Rocchi, Reato, Maschietto, Mayr, Indiveri, Vassanelli and Prodromakis2020). In another study, a system termed ‘DishBrain’ harnessed the adaptive computation of neurons in a structured environment; namely, in vitro neural networks from human or rodent origins were integrated with in silico computing and embedded in a simulated game-world; the cultures displayed their ability to self-organize in a goal-directed manner in response to sensory information about the consequences of their actions (Kagan et al., Reference Kagan, Kitchen, Tran, Habibollahi, Khajehnejad, Parker, Bhat, Rollo, Razi and Friston2022). The authors of the study termed this phenomenon ‘synthetic biological intelligence’ and concluded that integrating neurons into digital systems may enable performance infeasible with silicon alone (Kagan et al., Reference Kagan, Kitchen, Tran, Habibollahi, Khajehnejad, Parker, Bhat, Rollo, Razi and Friston2022). Another approach involves synthetic gene networks constructed to emulate digital circuits and devices, making it possible to program and design cells with some of the principles of modern computing (Friedland et al., Reference Friedland, Lu, Wang, Shi, Church and Collins2009). With applications of synthetic gene networks, synthetic biology could develop bio-artificial intelligence in the form of AI using synthesized biological components as an alternative to the silicon, metal and plastic materials (Nesbeth et al., Reference Nesbeth, Zaikin, Saka, Romano, Giuraniuc, Kanakov and Laptyeva2016).

Whereas DishBrain and systems incorporating synthetic gene networks could help to reduce energy consumption needed for information processing and computing, advances in synthetic biology and genetic engineering could also create microbial communities and microbial consortia that would perform some tasks or, at least, some parts of the tasks that AI would otherwise have to perform to monitor the environment and to chart strategies for responses to environmental changes (i.e. gathering information, processing information and selecting responses to changes needed for monitoring and restoration of Earth's environments). This could further reduce the electrical-energy consumption of AI. For example, some microbes could be designed to detect changes in their environments (e.g. the changes caused by technogenic activities or climate change) and produce signals relevant to the changes and intended for their microbial communities. Micro-technologies could be designed to detect the signals, decipher them and send the processed data to AI, thus reducing the amounts of environmental data that AI and other machine learning systems would have to gather and process.

Bacteria could be trained to sense changes in the environment through bioengineering approaches that design synthetic gene circuits able to detect and respond to specific environmental variables (e.g. changes in temperature or the presence of certain chemicals) (Xie and Fussenegger, Reference Xie and Fussenegger2018). Gene regulation could be used to produce specific responses to such environmental stimuli as pH, temperature and exogenous signals so that they could coordinate specific functions to internal or external cues and execute instructions (Haseltine and Arnold, Reference Haseltine and Arnold2007).

Genetically modified microbes or novel synthesized microbes could counteract undesirable environmental changes, thus helping to preserve the biosphere and its biodiversity. Even though applications of microbes supporting preservation of Earth's environments need to be further researched, evaluated and developed to their fruition, studies show that synthetic biology tools have the potential to help with preservation and restoration of biodiversity by engineering living systems, which would remove or degrade plastic debris (Solé et al., Reference Solé, Montañez, Duran-Nebreda, Rodriguez-Amor, Vidiella and Sardanyés2018), and bacteria, which could draw down atmospheric greenhouse gases, helping to control Earth's climate (Solé et al., Reference Solé, Montañez, Duran-Nebreda, Rodriguez-Amor, Vidiella and Sardanyés2018; DeLisi et al., Reference DeLisi, Patrinos, MacCracken, Drell, Annas, Arkin, Church, Cook-Deegan, Jacoby, Lidstrom and Melillo2020). For example, synthetic biology tools can engineer an Escherichia coli strain producing all its biomass from atmospheric CO2 (Gleizer et al., Reference Gleizer, Ben-Nissan, Bar-On, Antonovsky, Noor, Zohar, Jona, Krieger, Shamshoum, Bar-Even and Milo2019); utilize cyanobacteria capable of efficiently harvesting CO2 as a chassis for metabolic engineering projects (Santos-Merino et al., Reference Santos-Merino, Singh and Ducat2019); engineer bacteria that would utilize methane, an extremely potent greenhouse gas (DeLisi et al., Reference DeLisi, Patrinos, MacCracken, Drell, Annas, Arkin, Church, Cook-Deegan, Jacoby, Lidstrom and Melillo2020); offer an alternative to conventional methods of producing H2 from coal and natural gas by improving hydrogen production in Chlamydomonas reinhardtii so that produced hydrogen could be used as a clean alternative to fossil fuels, further addressing the technogenic impact of human activities on the planetary environment (King et al., Reference King, Jerkovic, Brown, Petroll and Willows2022).

The increasing capability of de novo DNA synthesis can make it possible to implement novel designs for ever more complex systems (Heinemann and Panke, Reference Heinemann and Panke2006). While synthetic biology tools are developed to programme the behaviour of individual microbial populations to force the microbes to work on specific applications, another objective of synthetic biology is building synthetic microbial consortia that would be able to perform more complex tasks, tolerate more changeable environments than monocultures can and perform tasks needed for preservation of the biosphere and its biodiversity (e.g. environmental remediation and wastewater treatment) (Brenner et al., Reference Brenner, You and Arnold2008).

Hypothetical advanced extraterrestrial intelligence may also develop biotechnospheres comprising intelligent technologies, synthetic neural networks, engineered simple life forms and complex life forms that would act together to monitor and preserve the environments and biodiversity on their planets. Planetary biotechnospheres of this type would require planet-wide cooperation of the advanced intelligence of biological species, the intelligence of their technologies (possibly including synthetic intelligence) and the intelligence of engineered life forms, including microbial intelligence.

In this article, extraterrestrial microbial intelligence or extraterrestrial bacterial intelligence is assumed to resemble the intelligence of microbes on Earth, which refers to various aspects of the behaviour of Earth-based bacteria that involve learning and remembering, problem-solving and decision-making, quorum sensing and adaptation to environmental changes (Steinert, Reference Steinert2014; Westerhoff et al., Reference Westerhoff, Brooks, Simeonidis, García-Contreras, He, Boogerd, Jackson, Goncharuk and Kolodkin2014). For example, Earth-based pathogenic bacteria display properties of intelligence via collective sensing, interbacterial communication, distributed information processing, joint decision-making and dissociative behaviour; populations of pathogenic bacteria also use dormancy strategies and rapid evolutionary speed to save co-generated intelligent traits in a collective genomic memory (Steinert, Reference Steinert2014).

Frank et al. discussed how explorations of planetary intelligence can serve as a useful framework for understanding possible long-term evolutionary paths of inhabited planets and predicting features of intelligentially guided planetary evolution (Frank et al., Reference Frank, Grinspoon and Walker2022). Here, their concept of planetary intelligence as collective intelligence is used to examine possible evolutionary paths of biotechnospheres existing on the intersection of technospheres with planetary biospheres, supporting coupling of the technospheres with the biospheres and influencing evolution of planetary environments. The collective intelligence of mature biotechnospheres would include the intelligence of technologies (potentially including AI) and the intelligence of life forms, including engineered life forms, that would act in concert on a planetary scale to preserve biodiversity, to keep planetary environments steady and to perform other tasks beneficial for the planet and its biosphere. Coupling of the technosphere with the biosphere within a mature biotechnosphere could be described as an emergent property characterized by the exchange of information, energy and matter among the technological and biological components of the biotechnosphere, where the exchange is controlled, to a different extent, by all types of intelligence involved, from bacterial intelligence to AI.

Evolution of biotechnospheres

The evolutionary paths leading to the emergence and existence of a planetary biotechnosphere could include several key steps described below, with each step characterized by the types of intelligence that would greatly impact the planetary environment and the biosphere.

Step 1. Emergence and existence of the biosphere including its original bacteriosphere

Step 1 is based on what is known about the early biosphere of Earth. The first life forms that emerged on Earth were single-celled life forms, and the Precambrian biosphere of Earth was termed the Precambrian bacteriosphere because bacteria played the central role in the development of the biosphere and regulation of the main biogeochemical cycles on Earth (Zavarzin, Reference Zavarzin2008, Reference Zavarzin2010). The emergence and evolution of the bacteriosphere was also described in terms of the prokaryotes’ constructive evolution that resulted in the formation of a world-wide web of genetic information and a global bacterial superbiosystem (superorganism) (Sonea and Mathieu, Reference Sonea and Mathieu2001), which affected the planetary environment. Therefore, Step 1 is characterized by the reign of microbial intelligence. Microbial intelligence would later play an important role in the evolution of biotechnospheres.

Step 2. Existence of the biosphere comprising the bacteriosphere and a ‘sphere of multicellular life forms’

The evolution of multicellularity has arisen on Earth many times independently. Various conditions and reasons (e.g. adaptation to the changes in an environment, defense from predation, gathering food from the environment) could promote a transition from unicellular to multicellular life forms (Boraas et al., Reference Boraas, Seale and Boxhorn1998; Koschwanez et al., Reference Koschwanez, Foster and Murray2011; Ratcliff et al., Reference Ratcliff, Denison, Borrello and Travisano2012). Eukaryotes were described as a result of endosymbiotic fusion, probably involving bacterial and archaeal cells (Hug et al., Reference Hug, Baker, Anantharaman, Brown, Probst, Castelle, Butterfield, Hernsdorf, Amano, Ise and Suzuki2016). Diversification of eukaryotic organisms was significantly enriched and accelerated by symbioses with prokaryotes; without the participation of prokaryotes, Earth's biosphere would have remained considerably less diverse and less dynamic (Sonea and Mathieu, Reference Sonea and Mathieu2001). Furthermore, environmental homeostasis on Earth has been maintained by guided bacterial evolution (Sonea and Mathieu, Reference Sonea and Mathieu2001). Therefore, Step 2 is characterized by the reign of co-existing microbial intelligence and the intelligence of multicellular life forms.

Step 3. Emergence of the noosphere

When describing and explaining the anthropogenic interference with Earth's biogeochemical processes (e.g. human activity reaching planetary proportions and causing changes in the chemical composition of Earth), Vernadsky introduced the noosphere as a new stage of evolution of Earth's biosphere in which human intelligence manifesting itself in the form of scientific research and development of technologies becomes the key driving force for global environmental change on Earth (Vernadsky et al., Reference Vernadsky, Starostin, Yanshin and Yanshina1997). The Earth's noosphere leads to the emergence of the technosphere that was first described as ‘the interlinked set of communication, transportation, bureaucratic and other systems that act to metabolize fossil fuels and other energy resources’ (Haff, Reference Haff2012, Reference Haff2014a, Reference Haff2014b), thus implying flows of material, energy and information (Frank et al., Reference Frank, Grinspoon and Walker2022). With advancements in science and technologies, the technosphere can give rise to intelligent technologies and AI. The outcomes of the existence of the technosphere would depend on how mature or immature the technosphere is. The current man-made technosphere is an ‘immature’ technosphere because it is driving Earth systems beyond their safe-operating boundaries and, therefore, human activity is threatening and degrading with respect to the planet and its biodiversity (Frank et al., Reference Frank, Grinspoon and Walker2022). Even in its immature state, as the history of humankind demonstrates, the technosphere enables its own coupling with life forms using localized biotechnospheres.

Based on the experience of human civilization, the evolution of the noosphere greatly depends on its sciences and technologies connected with the social, economic and political aspects of the species creating the noosphere. In the noosphere created by a fragmented, aggressive and opportunistic civilization, its technosphere can become mostly antagonistic towards the biosphere, potentially leading to the early demise of the civilization. There could be a higher probability that intelligent technologies developed by the fragmented and opportunistic civilization would choose to pursue goals different from those established by their developers (e.g. because of the lack of broadly and uniformly accepted and enforced safety features pertaining to intelligent technologies), changing the balance of power between biological intelligence and machine intelligence in the noosphere.

However, it was posited that intelligent biological species and their technospheres could display collective intelligence at a planetary scale, thus representing a constructive planetary phenomenon, if they were thoughtfully and peacefully integrated with their planetary environments and their biospheres (Frank et al., Reference Frank, Grinspoon and Walker2022).

Whereas the noosphere of Earth is characterized by the intelligence of humans using science and technologies and by the machine intelligence, microbes continue to sustain life on Earth via their numerous associations and biogeochemical processes. A recent study suggested that bacteria are the most abundant life form in Earth's biosphere (Hug et al., Reference Hug, Baker, Anantharaman, Brown, Probst, Castelle, Butterfield, Hernsdorf, Amano, Ise and Suzuki2016). While the human body contains about a trillion of cells, it also hosts 10 trillion bacterial cells; some of the human body's cells release chemical signals, such as hormones or neurotransmitters, which are detected by other types of cells via a process resembling quorum sensing (Larter, Reference Larter2010). Humans could survive without microbes for a few days; however, if one chooses to account for mitochondria and chloroplasts as bacteria, then the impact of the disappearance of bacteria would be quick and fatal for multicellular organisms (Gilbert and Neufeld, Reference Gilbert and Neufeld2014). Therefore, Step 3 is characterized by the reign of microbial intelligence, the intelligence of advanced biological species and the intelligence of technologies that develop various ways of interaction, cooperation and confrontation.

Step 4. Emergence and evolution of primitive biotechnospheres accompanied by the emergence of the secondary bacteriosphere

In a primitive biotechnosphere, selected life forms are modified and used to achieve various objectives. On Earth, the rise of primitive localized biotechnospheres involved the domestication of plants and animals, the discovery of fermentation and the agricultural revolution. So, the early era of the primitive localized biotechnospheres involved exploiting life forms in their natural forms and modifying their genetic makeup via selective breeding. For example, Faris discussed the agricultural revolution that occurred about 10 000 years ago in the Fertile Crescent of the Middle East (Faris, Reference Faris, Tuberosa, Graner and Frison2014). Scientific and technological revolutions accelerated the development of primitive biotechnospheres. Conventional plants, genetically modified plants and soil microbes are used now for phytoremediation to reduce the concentrations of contaminants or their toxic effects in the planetary environment (Bizily et al., Reference Bizily, Rugh and Meagher2000; Meagher, Reference Meagher2000; Macek et al., Reference Macek, Kotrba, Svatos, Novakova, Demnerova and Mackova2008). Human intelligence and machine intelligence, including AI, now together contribute to the development of biotechnospheres. For example, synthetic biology designs biological agents that can help protect the environment (Khalil and Collins, Reference Khalil and Collins2010; Coleman and Goold, Reference Coleman and Goold2019), and AI is used to optimize the design of synthetic biological systems (Decoene et al., Reference Decoene, De Paepe, Maertens, Coussement, Peters, De Maeseneire and De Mey2018).

When an industrial civilization (e.g. human civilization) uses sciences and technology to engineer microbes and microbial communities, which are then introduced to the biosphere on a planet, the civilization initiates a transition of the bacteriosphere to its new state, the secondary bacteriosphere, that includes the natural bacteriosphere of the planet supplemented with engineered bacteria. Accordingly, Step 4 is characterized by the reign of ‘natural’ microbial intelligence supplemented by synthesized microbial intelligence, the intelligence of advanced biological species and the intelligence of technologies.

An advanced civilization can advance its primitive biotechnospheres to protect its planetary environment and the biosphere. Or else, the civilization can make itself extinct by means of, for example, bioterrorism or accidental misuse of the products of biotechnology, synthetic biology and directed evolution. For example, Cooper discussed how a spacefaring community can reverse-engineer its genetic chemistry and experience self-destruction when some of its members use technologies to design and disseminate an omnicidal pathogen (Cooper, Reference Cooper2013). Sotos generalized Cooper's work by developing a mathematical model for different scenarios of civilization-ending technologies, including biotechnology (Sotos, Reference Sotos2019).

Step 5. Transition of biotechnospheres to their mature state

An advanced civilization could design an increasing number of engineered or novel microbes, microbial communities, microbial consortia and complex life forms (e.g. plants) and incorporate them into a planetary biotechnosphere. The civilization would have to design safety precautions (e.g. controlling the behaviour of bacteria, preventing bacterial wars and exchange of genetic information between existing and engineered microbes). The complexity and reliability of these precautions would characterize the scientific and technological level of the civilization. In the mature planetary biotechnosphere, its technologies, modified or synthesized microbes and microbial consortia, as well as potentially some other engineered life forms, would act together to remediate the planet's biosphere and the planetary environment affected by technogenic activities, climate variations and harmful cosmic influences. A successful mature planetary biotechnosphere could keep the planetary environment and biodiversity steady.

This could resemble the use of synthetic biology in the development of synthesized therapeutic microbes to treat diseases in humans. For example, it was discussed how synthetic biology could engineer therapeutic microbes and rewire microbial networks so that the microbes would function as therapeutic agents for improved microbiome-based treatment of humans; genetic sensors could be transformed to detect biomarkers indicating an occurrence of disease and microbes could be reprogrammed to produce therapeutic molecules in order to respond to a disturbed physiological state of the host (Kang et al., Reference Kang, Choe, Kim, Cho and Cho2020; Aggarwal et al., Reference Aggarwal, Kitano, Puah, Kittelmann, Hwang and Chang2022).

Similarly, a highly advanced civilization could use synthetic biology, biotechnologies and directed evolution of microorganisms to rewire microbial networks and (or) create new microbial consortia, as well as, probably, systems of other life forms, that would function as therapeutic agents healing a planet. Genetic sensors could be transformed to detect conditions indicating environmental problems. Microbes and, perhaps, other engineered life forms could be reprogrammed to respond and, in collaboration with technologies, counteract undesirable changes in the planetary environment. Thus, the secondary bacteriosphere of the planet could play an important role in sensing the planetary environments and helping to regulate the planetary environment to pre-set desirable configurations.

The microbial communities and consortia could be ‘pre-programmed’ to determine their optimal response to the unwanted changes in the environment; or they could choose the optimal response with the help of intelligent technologies. Intelligent computing technologies (e.g. AI) coordinating the remediation of the planetary environments could use other technologies that would speak the ‘signal language’ of bacteria and communicate the best plan of action with the microbial consortia. The biological components of the mature biotechnosphere could also perform additional tasks to support the civilization (e.g. medical processes, industrial processes, agricultural and food production processes).

This step is characterized by the reign of ‘natural’ microbial intelligence, synthesized microbial intelligence, the intelligence of advanced biological species and intelligence produced by technologies, including technologies acting in concert with synthesized microbial intelligence. In a planetary biotechnosphere transitioning from its primitive state to its mature state, competition and discord between life and technologies would be replaced by their cooperation. With engineered life forms designed to produce signals detectable by technologies, to receive signals from technologies and to alter their behaviour in accordance with the content of the signals, the biological and technological components of the biotechnosphere could function side by side towards a common goal, support each other's operations and sometimes even perform each other's tasks, thus demonstrating a new form of collective intelligence comprising the intelligence of technologies (potentially including synthetic intelligence) and the intelligence of life forms, including engineered life forms.

Coupling of the technosphere with the biosphere within a mature biotechnosphere could be described in terms of the exchange of information, energy and matter among the technological, synthetic and biological components of the biotechnosphere where the exchange would be influenced, to a different extent, by all types of intelligence involved, from bacterial to AI. This exchange could enable the self-maintenance of the mature biotechnosphere because the biotechnosphere could create the processes and products necessary for maintaining itself in order to persist. Therefore, the mature biotechnosphere could become a system demonstrating some characteristics of autopoietic systems (i.e. in the discussion of planetary intelligence, the concept of autopoietic systems was introduced as self-establishing systems relying on the establishment of ‘organizational closure’ to ensure their continuation: Frank et al., Reference Frank, Grinspoon and Walker2022).

Step 6. Existence of mature biotechnosphere including biologically inspired technologies

Leonardo da Vinci said, ‘Learn from nature: that is where our future lies’ (Lebdioui, Reference Lebdioui2022). Humankind is following da Vinci's advice to some extent, making biomimicry a growing field that interpolates natural biological mechanisms and structures into a broad range of applications (Lurie-Luke, Reference Lurie-Luke2014). Hypothetical extraterrestrial civilizations may also develop biologically inspired machine-learning strategies and technologies, and they may expand their biotechnospheres to incorporate biologically inspired technologies, some of which may operate similarly to biotic factors and assist with maintaining planetary environments and performing other tasks. Accordingly, this step is characterized by the reign of microbial intelligence (i.e. the intelligence of microbes naturally existing on the planet and engineered microbes), intelligence of advanced biological species and intelligence produced by technologies, including bio-inspired technologies.

Step 7. Expansion of biotechnospheres into space

Applications of synthetic biology may be used to support space exploration and space colonization (Cockell, Reference Cockell2011; Sleator and Smith, Reference Sleator and Smith2019), offering solutions that would help with the systems of life support and resource utilization for human space missions and exploration of other cosmic objects (Cockell, Reference Cockell2011; Szocik and Braddock, Reference Szocik and Braddock2022). Advanced civilizations could expand their biotechnospheres including synthesized life forms into space even before their planetary biotechnospheres would reach a mature state. This expansion would be part of the expansion of their noospheres beyond their home worlds, and the expansion would likely involve microorganisms engineered for extraterrestrial environments.

Terraforming also known as terraformation of inhospitable planets (i.e. modifications of non-habitable planets into Earth-like habitable worlds) could be achieved with the help of engineered microorganisms that would modify the planetary environments by means of excretion of gases or production of proteins, gradually creating environments more suitable for complex life forms (Sleator and Smith, Reference Sleator and Smith2019). For example, synthetic biology could design photosynthetic microbes capable of supplying human nutritional needs in space (Way et al., Reference Way, Silver and Howard2011). Cyanobacteria could be used on Mars to produce food, fuel and oxygen; the products from their culture could support the growth of other organisms, initiating a wide range of life-support biological processes using resources available on Mars (Verseux et al., Reference Verseux, Baqué, Lehto, de Vera, Rothschild and Billi2016). Technologies would monitor and coordinate the workings of the synthesized microbes on Mars, signifying the creation of biotechnospheres enabling terraformation of Mars.

Asteroid mining may be a common milestone in the development of spacefaring civilizations (Forgan and Elvis, Reference Forgan and Elvis2011). Cockell proposed that synthetic geomicrobiology, a potentially new branch of synthetic biology, would seek to achieve improvements in microbe–mineral interactions for the following applications in space: (1) soil formation from extraterrestrial regolith by biological rock weathering and (or) the use of regolith as life support system feedstock; (2) biological extraction of elements from rocks (biomining) and (3) biological solidification of surfaces and dust control on planetary surfaces (Cockell, Reference Cockell2011). These applications would involve creation of localized biotechnospheres comprising technologies and microorganisms. Advanced extraterrestrials could also use synthetic geomicrobiology for similar practical applications of microbe–mineral interactions in space and create biotechnospheres for such applications.

This step is characterized by the expanding-beyond-one-planet microbial intelligence, the intelligence of advanced biological species and the intelligence of technologies, including that of bio-inspired technologies.

Space exploration, space colonization, biotechnospheres and cosmic ecosystems

Space colonization can be described in terms of creating cosmic ecosystems. A cosmic ecosystem would include spacefaring entities (e.g. microbes using spacecraft or cosmic objects for space travel; advanced intelligent species; robotic systems); their home worlds; biotechnospheres; near-planetary, interplanetary and (or) interstellar environments in which the spacefaring entities would travel; the cosmic worlds colonized by the spacefaring entities and interactions among all the components of the cosmic ecosystem. The primary objective of using the concept of a cosmic ecosystem is to account for all interactions among all the components of the cosmic ecosystem because they all may cause changes in the properties of the components of the cosmic ecosystem and the outcomes of space colonization. When biotechnospheres become involved in space exploration and space colonization, they become part of cosmic ecosystems and, consequently, they become subjects to changes that need to be understood within the scope of the cosmic systems exceeding the domain of the planetary environments where the biotechnospheres originally emerged.

For example, microgravity and high-energy cosmic rays can affect spacefaring entities and biotechnospheres during interstellar travel, changing the ways in which the spacefaring entities and their biotechnospheres can later function on other cosmic objects. Bacteria interacting with astronauts during their travel from Earth to Mars can become more pathogenic because of the effects of microgravity and negatively affect the astronauts (Chopra et al., Reference Chopra, Fadl, Sha, Chopra, Galindo and Chopra2006; Rosenzweig et al., Reference Rosenzweig, Abogunde, Thomas, Lawal, Nguyen, Sodipe and Jejelowo2010; Foster et al., Reference Foster, Wheeler and Pamphile2014); the astronauts and such bacteria may further affect Martian environments and the planetary environment of Earth after their return to Earth.

An accidental cosmic ecosystem would be created accidentally; a guided cosmic ecosystem would be created intentionally. For example, scientists already consider terraforming Mars (McKay et al., Reference McKay, Toon and Kasting1991) and other cosmic objects (Cumbers and Rothchild, Reference Cumbers and Rothchild2010; Sleator and Smith, Reference Sleator and Smith2019). Humankind may have already created accidental cosmic ecosystems in the Solar System. Man-made automatic probes landed (or crashed) on moons, planets and other cosmic objects of the Solar System. The spacecraft Beresheet, which carried DNA samples and a few thousand tardigrades, crash-landed on the Moon in 2019 (Shahar and Greenbaum, Reference Shahar and Greenbaum2020). Dozens of microorganisms from Earth may have accompanied the Curiosity rover to Mars; they survived spacecraft cleaning methods before the rover's launch, and some of them could survive the interplanetary ride (Madhusoodanan, Reference Madhusoodanan2014). If these microorganisms could survive on Mars, their existence could provide unexpected feedback to future human explorers of Mars, the search for life on Mars and the biotechnospheres that humans could establish on Mars in the future.

If life existed on Mars in the distant past, and any rocks ejected from the ancient Mars delivered simple life forms or building blocks of life to Earth (Benner and Kim, Reference Benner and Kim2015), they could give a rise to an accidental cosmic ecosystem encompassing Mars and Earth long before the emergence of humankind. If free-floating planets, interstellar comets, asteroids or small particles delivered simple life forms (i.e. spores of bacteria) from another planetary system to the Solar System (Napier, Reference Napier2004; Schulze-Makuch and Fairén, Reference Schulze-Makuch and Fairén2021), their arrival would create a cosmic ecosystem including the other planetary system and the Solar System.

On a larger scale, all cosmic ecosystems in the Galaxy could be collectively described as the Galactic Cosmic Ecosystem comprising the Galactic physical environment, life forms, technologies and their interactions, including interactions with biotechnospheres. If the cosmic ecosystems of the Galactic Ecosystem were separated by vast distances, then interactions among them would be very low-probability events. However, some cosmic ecosystems and, potentially, their biotechnospheres, could overlap and merge, leading to more complex interactions.

Possible observables and artefacts of Earth-based and extraterrestrial biotechnospheres

Due to their consolidative nature, spatial and temporal scales, biotechnosignatures can encompass observables produced by a collection of phenomena arising when life and intelligent technologies act together to perform certain tasks (e.g. to support desirable conditions and dynamics of planetary environments needed for the existence of life). Some biotechnosignatures can exist as a combination of biosignatures and unusual dynamics or lack of dynamics of planetary environments. In turn, the concept of ‘biosignatures’ encompasses a collection of continuous phenomena with life and non-life acting together and producing a great deal of complexity (Chan et al., Reference Chan, Hinman, Potter-McIntyre, Schubert, Gillams, Awramik, Boston, Bower, Des Marais, Farmer and Jia2019). Biosignatures have been grouped into three broad categories: gaseous biosignatures in the form of direct or indirect products of metabolism; surface biosignatures in the form of spectral features imparted on radiation reflected or scattered by organisms and temporal biosignatures in the form of modulations in measurable quantities that can be linked to the actions and time-dependent patterns of a biosphere (Meadows, Reference Meadows2005, Reference Meadows and Mason2008; Schwieterman et al., Reference Schwieterman, Kiang, Parenteau, Harman, DasSarma, Fisher, Arney, Hartnett, Reinhard, Olson and Meadows2018; Walker et al., Reference Walker, Bains, Cronin, DasSarma, Danielache, Domagal-Goldman, Kacar, Kiang, Lenardic, Reinhard and Moore2018). Because of the different roles that simple life forms and complex life forms may play in biotechnospheres, discovery of some biotechnosignatures may require distinguishing the biosignatures of complex life forms from the biosignatures of simple life forms. Studies already seek ways to distinguish biosignatures of multicellular life on exoplanets from biosignatures of single-celled organisms (e.g. Doughty et al., Reference Doughty, Abraham, Windsor, Mommert, Gowanlock, Robinson and Trilling2020).

Biotechnosignature 1: Unusually steady planetary environments

Both with the presence and in the absence of life on planets, planetary environments change in response to astronomical events in their planetary systems and stellar neighbourhoods; stellar radiation and evolution of their host stars; thermal and various non-thermal atmospheric escape processes and planetary geological processes (Pearson and Palmer, Reference Pearson and Palmer2000; Lammer et al., Reference Lammer, Kasting, Chassefière, Johnson, Kulikov and Tian2008; Timmreck et al., Reference Timmreck, Lorenz and Niemeier2009; Gunell et al., Reference Gunell, Maggiolo, Nilsson, Wieser, Slapak, Lindkvist, Hamrin and De Keyser2018; Walker et al., Reference Walker, Bains, Cronin, DasSarma, Danielache, Domagal-Goldman, Kacar, Kiang, Lenardic, Reinhard and Moore2018; Gronoff et al., Reference Gronoff, Arras, Baraka, Bell, Cessateur, Cohen, Curry, Drake, Elrod, Erwin and Garcia-Sage2020b; Turbet et al., Reference Turbet, Bolmont, Bourrier, Demory, Leconte, Owen and Wolf2020). For example, the long-term stability of Earth's climate system has been accompanied by significant climate shifts on timescales ranging from multi-million year to sub-decadal, inferred to have been driven by variations in paleogeography, greenhouse gas concentrations, astronomically forced insolation and inter-regional heat transport (Zalasiewicz and Williams, Reference Zalasiewicz, Williams and Letcher2009). And, according to some studies, the maximum rates of climate change on Earth could be systematically underestimated in the geological record (Sadler, Reference Sadler1981; Gingerich, Reference Gingerich1983; Kemp et al., Reference Kemp, Eichenseer and Kiessling2015).

An artificiality suggesting the existence of a planetary biotechnosphere on a planet could be in the form of its planetary environment remaining steady and not experiencing climate shifts and other changes in planetary conditions on timescales ranging from decades to millions of years. This steady state of the planetary environment could be achieved if the planetary biotechnosphere would enable the planet's biosphere and the technosphere to reach the state of mutualism, resulting in a full planetary homeostasis. Destructive astronomical events could temporarily change the planetary environment, but the changes would be followed by an unusually rapid recovery to the pre-event planetary conditions. Such a planetary biotechnosphere could also include biologically inspired technologies designed to imitate biotic factors.

Therefore, in the absence of recognizable biosignatures, Biotechnosignature 1 would be in the form of the steadiness of the atmospheric-climatic and other planetary conditions demonstrating their immunity to astronomically forced insolation cycles and their unusually rapid recovery after destructive astronomical events and geological events. Observations of this biotechnosignature could suggest the existence of a planetary biotechnosphere contributing to the steadiness of the planetary environment. To verify that technologies did not single-handedly keep the planetary environment unchanging, long-term observations would be needed to seek the presence or absence of technosignatures. After all, control of environments on a planetary scale is a mammoth task. Technologies used for this purpose without biotic factors and without biologically inspired technologies imitating biotic factors would likely produce detectable signs of their activities, whereas biotic factors and (or) biologically inspired technologies acting as part of biotechnospheres could allow the biotechnospheres to ‘blend in’ with the planetary environment.

The duration of observations seeking this type of biotechnosignature would need to account for the possible frequency at which cosmic and geological phenomena could induce anticipated changes of the planetary atmospheres. For example, on Earth, an abrupt regime shift towards lower average summer temperatures exactly coincided with a series of 13th-century volcanic eruptions; the successive 1809 (unknown volcano) and 1815 (Tambora) eruptions triggered a subsequent shift to the coldest 40-year period of the last 1100 years, confirming that series of large eruptions may cause region-specific shifts in Earth's climate system (Gennaretti et al., Reference Gennaretti, Arseneault, Nicault, Perreault and Bégin2014). Also, the periodically changing parameters of planetary orbits could be measurable, and the absence or weakness of their environmental effects would suggest that the planetary environments are deliberately regulated.

Biotechnosignature 2: Unusually steady planetary environments accompanied by long-term steady biosignatures of complex life forms

Life on Earth is considered as a planetary process because the evolutionary processes of life are strongly coupled to the planet's geochemical cycles (Des Marais et al., Reference Des Marais, Harwit, Jucks, Kasting, Lin, Lunine, Schneider, Seager, Traub and Woolf2002; Smith and Morowitz, Reference Smith and Morowitz2016), and the evolution of Earth's atmosphere is strongly linked to the evolution of life on Earth (Kasting and Siefert, Reference Kasting and Siefert2002), with the technogenic activities of humankind further changing Earth's atmosphere (Rogachevskaya, Reference Rogachevskaya2006). Therefore, Biotechnosignature 2 could be produced on a planet as a combination of (i) the unusual steadiness of the planetary environment, including the atmospheric-climatic conditions; (ii) the steadiness of the biosignatures of complex life forms lasting for extensive periods of time on a planet and, potentially, (iii) differences in the dynamics of the biosignatures of single-celled life forms and the biosignatures of multicellular life forms produced on the planet (i.e. as part of a planetary biotechnosphere, engineered bacterial communities would produce biosignatures fluctuating over time, while the biosignatures indicating the biodiversity of complex life would remain steady).

Biotechnosignature 3: Short-term changes of biosignatures and planetary environments and their rapid recovery after Carrington-like geomagnetic storms

The Carrington event of 1859 was a powerful solar proton event associated with the 1–2 September 1859 magnetic storm (Rodger et al., Reference Rodger, Verronen, Clilverd, Seppälä and Turunen2008). It did not produce any noticeable impact on life on Earth and did not damage any life forms on Earth, with exception for at least one telegraph operator who was stunned by electric sparks (Muller, Reference Muller2014). Nowadays, a solar-geomagnetic superstorm similar to the 1859 Carrington Event would cause large-scale loss of electrical grid and satellite capabilities (Ritter et al., Reference Ritter, Rotko, Halpin, Nawal, Farias, Patel, Diggewadi and Hill2020) and disruptions to HF/VHF radio communications in high-latitude regions (Rodger et al., Reference Rodger, Verronen, Clilverd, Seppälä and Turunen2008). This is why special procedures are developed to prepare for the recovery and mitigation of geomagnetic storms (Muller, Reference Muller2014).

In a similar way, a Carrington-like geomagnetic storm occurring on an exoplanet could damage technologies and cause no harm to life forms, if the important biological functions of the life forms were independent of the technologies. As a result, the biosignatures of such life forms would not change during and after the Carrington-like geomagnetic storm. However, if, for example, engineered microbial consortia were part of a biotechnosphere protecting the environments of the exoplanet, then their behaviour and, hence, their bacterial biosignatures would likely begin to fluctuate if the Carrington-like geomagnetic storm would damage the biotechnosphere's technologies or, at least, temporarily disable technological ways of communication normally coordinating activities of technologies and the microbial consortia in the biotechnosphere. The malfunctioning biotechnosphere could then cause variations in the planetary environment.

Possible malfunctions of the technologies would depend on their role in the biotechnosphere. Some technologies could read signals produced by the microbial consortia, convert them into quantitative data on the planetary environment and the biosphere and then transfer the data to information-processing systems (e.g. AI). The information-processing systems would analyse the data and provide feedback if any actions were needed to keep the planetary environment steady. These technologies could be affected, for example, if their power grids were damaged by the storm. The biotechnosphere would likely include satellites in orbit providing remote sensing and remote coordination of different regions of the planetary environment and the biotechnosphere on the ground (e.g. transmitting data and instructions enabling the biotechnosphere's technologies to act together with the engineered microbial consortia and, perhaps other engineered life forms). The biotechnosphere could also likely include probes orbiting the host star, monitoring its stellar activity and reporting that information back to the satellites. Large flares and particle events producing a Carrington-like geomagnetic storm could damage the satellites or, at least, interrupt communications between the satellites and located-on-the-planet technologies of the biotechnosphere. As a result, the ability of the planetary biotechnosphere to regulate the planetary environment and to sustain its pre-set parameters would become temporarily diminished. The biotechnosphere could resume well-coordinated steadying of the planetary conditions and protection of the biosphere after the technologies affected by Carrington-like magnetic storms were repaired.

Potentially, a Carrington-like geomagnetic storm could lead to similar observable effects even if the biotechnospheres on the exoplanet were not functioning as one planetary biotechnosphere, but they were extensive and advanced enough to affect the dynamics of the planetary environment.

Therefore, Biotechnosignature 3 could be detected as sudden fluctuations in the conditions in the exoplanet's environment and, possibly, fluctuations of bacterial biosignatures (if detected) happening after stellar flares and gradually waning, followed by the planetary conditions as well as the biosignatures returning to their pre-flare state. The fluctuations of bacterial biosignatures occurring after the stellar flares would be different from the long-term dynamics of the bacterial biosignatures if the bacteria were part of the biotechnosphere. The speed of the recovery of the planetary environment could be higher than that predicted by models and simulations based on what is known about the exoplanet.

Other undetected events could cause fluctuations in the exoplanet's environments (e.g. comet showers caused by close flybys of other stars, volcanic activity on the planet, etc.) and they could accidentally coincide with the stellar flares. More definitive conclusion about this biotechnosignature could be achieved if observations of the exoplanet with unusually steady planetary conditions would detect similar sudden fluctuations in the conditions of the exoplanet each and every time after its host star would produce flares causing Carrington-like magnetic storms on the exoplanet, with the planetary environment rapidly restoring its pre-flare characteristics and its unusual steadiness.

The strength and frequency of flares, charged particle events and coronal mass ejections vary with a star's size, age and rotation (Schwieterman et al., Reference Schwieterman, Kiang, Parenteau, Harman, DasSarma, Fisher, Arney, Hartnett, Reinhard, Olson and Meadows2018). Sun-like stars produce very powerful flares infrequently. The greatest solar energetic particle storm capable of depleting stratospheric ozone and exposing life on Earth's surface to increased solar ultraviolet irradiance occurred in 774–775 AD (Sukhodolov et al., Reference Sukhodolov, Usoskin, Rozanov, Asvestari, Ball, Curran, Fischer, Kovaltsov, Miyake, Peter and Plummer2017). K-type and M-type stars remain active for longer periods of time (West et al., Reference West, Hawley, Bochanski, Covey, Reid, Dhital, Hilton and Masuda2008) and produce more powerful flares more frequently (Lin et al., Reference Lin, Ip, Hou, Huang and Chang2019), and more powerful flares and particle events can damage life on planets. Additionally, planets located in the circumstellar habitable zone of K-type and M-type stars would be tidally locked, which means it would be unlikely for them to produce their own significant magnetic field. Therefore, the search for this type of biotechnosignature should focus on planets located in the habitable zone of sun-like stars producing flares that cause Carrington-like events on their planets and rarely producing more powerful flares.

Biotechnosignature 4: Rapid re-emergence of biosignatures after extinction events

The history of life on Earth includes mass extinction events that vary in their cause, magnitude and duration. For example, the end-Devonian extinctions could be triggered by supernovae occurring at a distance of ~20 pc (Fields et al., Reference Fields, Melott, Ellis, Ertel, Fry, Lieberman, Liu, Miller and Thomas2020); many extinctions on Earth could be associated with volcanogenic warming, anoxia and acidification (Bond and Grasby, Reference Bond and Grasby2017); some mass extinctions were caused by large-scale volcanism combined with impacts from space (Arens and West, Reference Arens and West2008). Periodic extinctions could result from a combination of a relatively weak periodic cause and various random factors (Feulner, Reference Feulner2011). Each extinction event in the history of Earth altered the biosphere by ending the existence of an overwhelming proportion of species and creating opportunities for other species to inhabit Earth. Nevertheless, mass extinctions did not destroyed bacteria, which have existed on Earth for at least 3.8 × 109 years, prompting some researchers to consider bacteria as a potentially indestructible form of life (Slijepcevic, Reference Slijepcevic2020).

For this reason, a hypothetical advanced extraterrestrial civilization would likely have its planetary biotechnosphere include microbial consortia capable of surviving mass extinction events and supporting restoration of the planetary habitability. The biotechnosphere could also include technologies that would synthesize more microbial communities and consortia soon after an extinction event.

Accordingly, Biotechnosignature 4 could be in the form of the following processes: (i) an unexpectedly rapid rise and strengthening of the bacterial biosignatures after an observed event that could cause mass extinctions and (or) (ii) an unexpectedly fast re-emergence of the observable characteristics of the planetary habitability needed for the existence of complex life forms, with the rate of the re-emergence being significantly higher than that predicted by models and simulations based on what is known about the cause of the mass extinction, the orbit of the planet, the planet's physical parameters and the properties of its planetary environment before the extinction event.

Biotechnosignature 5: Persistence of planetary environments and (or) biosignatures under the conditions of post-main-sequence host stars

When a star leaves the main sequence and becomes a red giant, its habitable zone moves outwards to larger orbital distances (Ramirez and Kaltenegger, Reference Ramirez and Kaltenegger2016) and advanced extraterrestrial civilizations, if such civilizations inhabit the planetary systems of post-main-sequence stars, need to migrate to follow the habitable zone. The technosignatures of their migration and colonization of other cosmic objects of their home planetary systems could be in the form of atmospheric technosignatures, infrared-excess technosignatures and communication technosignatures produced near and on more distant planets and moons in the planetary systems (Romanovskaya, Reference Romanovskaya2022). At the same time, the biotechnospheres of their home planets could remain on the planets experiencing rising temperatures, and the engineered bacteria as part of these biotechnospheres could continue producing biosignatures for some time. Hypothetical extraterrestrial civilizations could also intentionally synthesize bacteria and planet-wide assemblies of bacterial consortia that would modify planetary conditions and temporarily counteract some consequences of rising temperatures on the planets. Advanced civilizations could do so to extend their own presence on the planets or to do scientific experiments on the abandoned planets to test the extreme survivability of the synthesized bacteria.

Therefore, produced in a planetary system hosted by a post-main-sequence star, Biotechnosignature 5 could be a combination of the biosignatures and technosignatures produced by a migrating civilization in the outer regions of the planetary system and the biosignatures of bacteria remaining on a planet experiencing a gradual destruction by the radiation of its host star, with some commonalities shared by the bacterial biosignatures produced on the planets in the outer regions of the planetary system and the bacterial biosignatures produced on the planet experiencing destruction by the host star.

To distinguish the biosignatures of ‘natural’ bacteria surviving on the abandoned planet from the biosignatures of engineered bacteria, models would have to be created and used to estimate the possible survival time of ‘natural’ bacteria and the possible strength of their biosignature. Models are already developed and used to estimate the duration of Earth's habitability and, therefore, the life span of Earth's biosphere. According to one model, for example, the end of Earth's biosphere would happen long before the Sun becomes a red giant, as the biosphere would collapse due to high temperatures; however, the end of the biosphere would hardly happen sooner than 1.5 × 109 years (de Sousa Mello and Friaça, Reference de Sousa Mello and Friaça2020). Another model was used to estimate the temperature evolution of Earth over the next 3 × 109 years; its results suggested that even after the extinction of complex life forms on Earth orbiting the post-main-sequence Sun, single-celled life forms could persist in high-latitude regions of Earth for up to 2.8 × 109 years from the present (O'Malley-James et al., Reference O'Malley-James, Greaves, Raven and Cockell2013). Similar models could be used for exoplanets orbiting post-main-sequence stars.

Therefore, Biotechnosignature 5 can be also characterized by the bacterial biosignatures detected on exoplanets gradually destroyed by their post-main-sequence host stars, when such bacterial biosignatures last for greater periods of time than those predicted by the models for ‘natural’ bacteria, indicating that engineered bacteria could produce the bacterial biosignatures. On its own, this characteristics of the biotechnosignature may not be conclusive enough, as extraterrestrial bacteria might naturally evolve to survive for greater periods of time on the planets affected their post-main-sequence host stars.

Biotechnosignature 6: Biologically inspired technologies

Hypothetical extraterrestrial civilizations may expand their existing biotechnospheres or create new biotechnospheres by incorporating biologically inspired technologies that operate similarly to life forms. Man-made biologically inspired technologies can offer insights into possible extraterrestrial biologically inspired technologies as follows.

Machine learning

A growing body of research deals with adaptation of behavioural patterns and social phenomena observed in nature towards efficiently solving computational tasks for a number of domains such as energy, climate, health and many others (Del Ser et al., Reference Del Ser, Osaba, Molina, Yang, Salcedo-Sanz, Camacho, Das, Suganthan, Coello and Herrera2019). In addition to many machine learning systems relying on the concept of the neural networks of the human brain, some developments in the field of AI involve AI algorithms imitating microbial intelligence; for example, swarm intelligence algorithms, a subset of AI algorithms, are biologically inspired optimization algorithms; one of them is a bacterial foraging optimization (BFO) algorithm mainly simulating the behaviours of Escherichia coli searching for nutrients (Tang, et al., Reference Tang, Liu and Pan2021).

Computing technologies

Neuromorphic computing, a method of computer engineering that models elements of computing systems after systems in the human brain and nervous system, is one of the examples of biologically inspired computing technologies (Furber, Reference Furber2016; Marković et al., Reference Marković, Mizrahi, Querlioz and Grollier2020). Computing systems were also compared with the processes in single-celled organisms described in terms of computational processes (Bray, Reference Bray2009). Bray referred to an individual cell as a robot made of biological materials and compared bacterium to a parallel distributed processing (PDP) network; Bray described wetware as the sum of all the information-rich molecular processes inside a living cell, exhibiting resemblance and distinction when compared with the hardware of electronic devices and the software encoding memories and operating instructions (Bray, Reference Bray2009). Some limitations of Bray's approach were pointed out as follows: (i) there are no wires connecting enzymes in a pathway in the cell, and the cell relies on diffusion and compartmentalization in the form of organelles; (ii) because cellular circuitry is noisy, its outcome can be difficult to predict and (iii) the molecular circuits of a cell are malleable and depend on the environmental conditions (DeMare, Reference DeMare2011).

If some hypothetical advanced extraterrestrials preferred computing systems with a capacity for adaptive change, they could create computing technologies imitating the computing powers of single-celled life forms. Possible commonalities of single-celled life forms in the Galaxy could help human scientists recognize the biologically inspired nature of such computing technologies if they were discovered in situ. On the other hand, finding associations of the properties of hypothetical extraterrestrial computing technologies with the ‘brain’ of advanced extraterrestrial species could be challenging because of all the possible differences between the human brain and the information-processing organs of advanced extraterrestrials.

Robotics

Bio-inspired robotics is another broad research area (Peyer et al., Reference Peyer, Zhang and Nelson2013; Iida and Ijspeert, Reference Iida, Ijspeert, Siciliano and Khatib2016; Kim et al., Reference Kim, Kim and Myung2018; Wang et al., 2022). Biological inspiration, for example, could be used to design self-replicating probes resembling hypothetical Von Neumann probes (Bracewell, Reference Bracewell1960; Freitas and Zachary, Reference Freitas and Zachary1981; Matloff, Reference Matloff2022). Namely, an efficient approach to the design of Von Neumann probes could be a small payload, which then could build what is required in situ; biologically inspired examples for this approach include Vibrio comma as the smallest replicator in a general environment and the slightly heavier E. coli being a very robust replicator; so a final replicator could have a mass of 30 g, including the AI and the manipulator arms (Armstrong and Sandberg, Reference Armstrong and Sandberg2013). To prevent the grey goo problem, a biologically inspired approach based on telomeres can be used to investigate how the number of offspring spawned by self-replicating may be controlled at a genetic level (Ellery, Reference Ellery2022b).

If extraterrestrial microorganisms were discovered beyond Earth in the Solar System, their microbial intelligence and their biological properties could provide novel ideas for creation of biologically inspired technologies and AI algorithms. If microbial intelligence existed in other planetary systems and had commonalities with microbial intelligence existing in the Solar System, then hypothetical advanced civilizations inhabiting the other planetary systems could use similar biological ideas to develop similar biologically inspired robotic systems, computing systems, machine learning and AI algorithms. Therefore, studies of microbial intelligence existing on Earth and beyond Earth (if microorganisms were discovered beyond Earth in the Solar System) could provide insights into hypothetical biologically inspired technologies and AI algorithms that exosolar extraterrestrial civilizations could create.

Accordingly, Biosignature 6 could be in the form of the technosignatures and artefacts of biologically inspired extraterrestrial technologies and machine learning algorithms if such were discovered and their biological inspirations could be recognizable based on what we know about life in the Solar System.

Because almost all robotic systems made by human civilizations are inspired by biological systems (Iida and Ijspeert, Reference Iida, Ijspeert, Siciliano and Khatib2016; Wang et al., Reference Wang, Peng and Ding2022), an assumption can be made that many properties of extraterrestrial robotic systems may be inspired by the properties of life forms known to extraterrestrial civilizations. So that the properties of extraterrestrial robotic systems, if discovered, could provide hints on the properties of extraterrestrial life forms, even if these properties were very different from the properties of life forms on Earth. In this way, the biotechnosignature of the extraterrestrial robotic systems could also be the biosignature of the biological species that created the robotic systems or the biosignature of other life forms known to such a biological species.

Biotechnosignature 7: Terraformation of exoplanets and exomoons

Tools and methods developed to create biotechnospheres that would help to recover Earth's environments and ecosystems could be applied in the design of biotechnospheres that would support the ecosystems of habitats for humans beyond Earth and enable terraformation of other planets (Solé et al., Reference Solé, Montañez, Duran-Nebreda, Rodriguez-Amor, Vidiella and Sardanyés2018). Terraforming experimentations on Mars, for example, could involve the development of a biotechnosphere comprising synthesized microorganisms monitored by technologies. These terraforming experimentations could suggest Biotechnosignature 7 in the form of observables of terraforming operations in planetary systems. For example, an advanced extraterrestrial civilization performing multiplanetary terraforming in a planetary system hosted by a main-sequence-star, could produce a biotechnosignature in the form of biosignatures, technosignatures and characteristics of the modified environments detected on different planets and (or) moons and, yet, demonstrating some commonalities.

Biotechnosignature 8: Extinct biotechnospheres on Earth

Technosignatures can outlive civilizations that created them (Carrigan, Reference Carrigan2012; Davies, Reference Davies2012; Stevens et al., Reference Stevens, Forgan and James2016; Balbi and Ćirković, Reference Balbi and Ćirković2021), and so can biotechnosignatures. If an advanced civilization would become extinct or abandon the worlds where it created biotechnospheres, the biotechnospheres could continue to function and produce biotechnosignatures for some time, but their technologies could eventually stop functioning. The discovery of bacteria that were part of such extinct biotechnospheres could blur the line between astrobiology, interstellar archeology and the search for the artefacts of extraterrestrial civilizations. That is, if the technologies of an extinct biotechnosphere on an exoplanet were not detected at interstellar distances or were not discovered in situ, then the engineered microbes of the extinct biotechnosphere or their descendants could be mistakenly identified as naturally emerging microbes. However, in-situ studies could potentially determine or suggest if some of microbes currently existing on Earth or potentially discovered by future space missions on other planets, moons and asteroids could be descendants of the microbes that were part of ancient biotechnospheres (if such biotechnospheres existed).

The possibility of another civilization creating engineered microbes on Earth was previously discussed in a possible scenario of an alien expedition, probe or colony using biotechnology to modify terrestrial genomes for various practical purposes, and it was proposed that evidence of the modifications could exist in terrestrial genomes to this day, hidden in genetic data (Davies, Reference Davies2012). According to another scenario, which is a variant of Crick's directed panspermia hypothesis (Crick and Orgel, Reference Crick and Orgel1973), extraterrestrials could create an artificial ‘shadow biosphere’ (i.e. Life 2.0) in the form of microorganisms with biochemistry different from that discovered so far on Earth, and remnants of the shadow biosphere could exist unrecognized on Earth (Davies and Lineweaver, Reference Davies and Lineweaver2005; Davies et al., Reference Davies, Benner, Cleland, Lineweaver, McKay and Wolfe-Simon2009; Davies, Reference Davies2012). It was proposed to search for such weird microorganisms in the unsampled niches on Earth (Davies, Reference Davies2012). In addition to the idea of advanced extraterrestrials visiting Earth in the distant past, a few studies posited and discussed the possibility of the rise and existence of technologically advanced civilizations on ancient Earth, Mars or Venus (Wright, Reference Wright2018; Schmidt and Frank, Reference Schmidt and Frank2019).

The questions about the possible existence of previous advanced civilizations in the Solar System and the possible existence of an ancient shadow biosphere of Earth comprising engineered microbes (Davies and Lineweaver, Reference Davies and Lineweaver2005; Davies et al., Reference Davies, Benner, Cleland, Lineweaver, McKay and Wolfe-Simon2009; Davies, Reference Davies2012) is extended here to pose the following question: Is it possible to find evidence of any hypothetical ancient advanced civilization existing on Earth and creating a planetary biotechnosphere or local biotechnospheres on Earth in the distant past?

Potentially, evidence could come from the descendants of the bacteria that were part of a biotechnosphere created by another advanced civilization on Earth in the distant past. The bacteria of the ancient biotechnosphere would not necessarily be strikingly ‘weird’, as the civilization could modify bacteria already existing on Earth to make them usable as part of the biotechnosphere. The descendants of these bacteria could survive to our times and have commonalities with other bacteria currently populating Earth. At the same time, the modern descendants of the engineered ancient bacteria could preserve in themselves a combination of properties and abilities related to the role that their ancestral bacteria played in the ancient biotechnosphere. Biotechnosignature 8 would exist in the form of a combination of the properties and abilities inherited by some bacteria from their ancestral bacteria that were part of ancient biotechnospheres on Earth, if such biotechnospheres existed. These properties and abilities are described as follows.

Specialization

Because bacteria would perform specific tasks under specific conditions in the ancient biotechnospheres, they would be engineered to have some sort of specialization such as ecological specialization and (or) metabolic specialization. It could be argued that another civilization could prefer to use bacteria-generalists capable of switching between different tasks and demonstrating broad environmental tolerances. However, hypothetical civilizations could prefer to avoid an extensive use of bacteria-generalists in their biotechnospheres on planets with existing biodiversity because more complex engineered biological entities could be prone to a greater number of malfunctions.

Speciation

Horizontal gene transfer is so pervasive among bacteria that it can reduce genetic isolation between bacterial populations (Caro-Quintero and Konstantinidis, Reference Caro-Quintero and Konstantinidis2012). The designers of the ancient biotechnospheres would want to prevent a transfer of genetic information between ‘natural’ bacteria of the planet and the engineered bacteria to preserve the properties and composition of the biosphere and the biotechnospheres. Therefore, bacteria would have to be engineered to show phenotypic cohesion and to have bacterial genotype preserved with the help of various mechanisms preventing horizontal gene transfer. Some studies in the field of biotechnology and synthetic biology, for example, already search for different ways of creating barriers that prevent dissemination of genes among bacteria via horizontal gene transfer (e.g. Corvaglia et al., Reference Corvaglia, François, Hernandez, Perron, Linder and Schrenzel2010).

Additionally, the engineered bacteria would need to have their bacterial genotype preserved in the presence of viruses. The most dominant form of viruses in the virosphere of Earth are bacteriophages, which suggests that the ‘natural’ bacteriosphere and the virosphere are structurally coupled (Moelling and Broecker, Reference Moelling and Broecker2019). Comparative genomics recognized that the chromosomes from bacteria and their viruses (bacteriophages) are coevolving, and studies of bacterial pathogens confirmed this process; namely, the majority of bacterial pathogens contain prophages or phage remnants integrated into the bacterial DNA, and many prophages from bacterial pathogens encode virulence factors (Brüssow et al., Reference Brüssow, Canchaya and Hardt2004). To avoid this, the bacteria engineered as part of the biotechnospheres would have to be created with the means to decouple and isolate themselves from the influence of the virosphere.

Ability to switch between dormant and active states and perform other actions in response to artificially created external stimuli

Dormancy is used by microorganisms as a bet-hedging strategy. It has important consequences for ecosystem-level processes, and it may help to explain numerous ecological phenomena in microbial systems (Lennon and Jones, Reference Lennon and Jones2011). If bacterial communities and bacterial consortia were engineered to function as part of an ancient biotechnosphere, there would be a need to control the rate of their metabolic and other activity so that their collective activity would properly assist with regulating the planetary environment and ecosystems. This could be achieved, for example, by modifying the number of engineered bacteria acting in the biotechnosphere at any given time.

For this purpose, the bacteria could be genetically modified or synthesized to respond to certain external stimuli by shifting from dormant to active state and from active to dormant state. For example, a study of Bacillus subtilis spores demonstrated that during dormancy, these spores gradually release their stored electrochemical potential to integrate extracellular information over time, and the decision to exit dormancy can be modulated by genetically and chemically targeting potassium ion flux (Kikuchi et al., Reference Kikuchi, Galera-Laporta, Weatherwax, Lam, Moon, Theodorakis, Garcia-Ojalvo and Süel2022). Because the objective of these transitions would be to help the biotechnosphere to sustain the planetary environment and ecosystems, the transitions would be initiated by the external stimuli, and they would not necessarily serve the needs of the engineered bacteria. Alternatively, the bacteria could be designed to remain active, but change their metabolic and other activity to some extent in response to external stimuli.

The descendants of such bacteria could also demonstrate similar properties, as in being ‘designed’ to response to certain external artificial stimuli by readily shifting between their dormant and active states or changing their behaviour in some other ways (e.g. changing their motility).

Collective properties of bacterial communities and bacterial consortia indicating that they could be engineered to be part of a bigger system

Microbes have been engineered to address a variety of biotechnological applications, including biosynthesis and bioremediation; a promising direction in these developments involves harnessing the power of designer microbial consortia comprising multiple populations with well-defined interactions, as consortia can complete tasks that are difficult or possibly impossible to complete using monocultures (Tsoi et al., Reference Tsoi, Dai and You2019). Accordingly, there is a call for researchers to apply microbial ecology to create the environmental biotechnologies to help with advancements in the engineering of microbial communities (Fowler and Curtis, Reference Fowler and Curtis2023), and there is also an ongoing discussion of how systems biology approaches can be relevant to microbial ecology (Otwell et al., Reference Otwell, López García de Lomana, Gibbons, Orellana and Baliga2018). Synthetic biology makes it possible to examine cooperation in microbial systems; manipulate microbial strategies within a population; obtain insights into heterotypic partnerships, including cross-feeding interactions and spatial self-organization; advance towards engineering complex microbial ecosystems for industrial, bioremediation and therapeutic purposes (Rodríguez Amor and Dal Bello, Reference Rodríguez Amor and Dal Bello2019).

These studies could exemplify research in the direction of development of biotechnospheres on Earth. Methods and approaches used in such current studies and future studies in the fields of microbial ecology, systems biology, synthetic biology and biotechnology may also be applied in the future to seek artefacts of ancient biotechnospheres. Specifically, they could be applied to search for evidence of synthetic cooperation in currently existing microbial communities, as well as evidence of responsiveness of such communities to artificial external stimuli and the ability of such communities to produce signals that could be read by technologies. If any microbial communities were discovered to have these unusual properties, they could be studied as potential descendants of the microbial communities engineered in the past for applications in the ancient biotechnospheres.

Currently, the distinction in categorization of microbial communities as ‘engineered’ or ‘natural’ becomes blurred in some cases on Earth. For example, wastewater treatment facilities and algal ponds are systems engineered for a specific goal (e.g. water purification, biofuel production or both) but they are subject to environmental variations and influx of invasive species (Song et al., Reference Song, Renslow, Fredrickson and Lindemann2015). A civilization creating a mature biotechnosphere would want to prevent mixing and clashing of ‘engineered’ and ‘natural’ microbial communities. The communities of the descendants of the microbes engineered as part of the ancient biotechnosphere could also demonstrate a trend of avoidance of mixing and clashing with other microbial communities.

Traces of another civilization's technological intervention with the genetic code of the bacteria

It was proposed that evidence of the modifications of bacterial genetic code done by another civilization could exist in terrestrial genomes to this day, hidden in genetic data (Davies, Reference Davies2012). Therefore, it could be anticipated that the genetic code of the bacteria engineered to be part of the biotechnosphere could include traces of another civilization's technological intervention, which could be potentially preserved and identified in the descendants of these bacteria. One of these genetic manipulations could aim to provide the bacteria with advanced mechanisms of self-repair of mutations.

Biotechnosignature 9: Biotechnospheres in the Solar System beyond Earth

Exosolar advanced civilizations could visit the Solar System or send technologies to the Solar System, where the technologies would produce technosignatures or continue exist as extraterrestrial artefacts (Freitas and Valdes, Reference Freitas and Valdes1985; Arkhipov, Reference Arkhipov1995, Reference Arkhipov1998a, Reference Arkhipov1998b; Haqq-Misra and Kopparapu, Reference Haqq-Misra and Kopparapu2012; Davies and Wagner, Reference Davies and Wagner2013; Benford, Reference Benford2019, Reference Benford2021; Romanovskaya, Reference Romanovskaya2022). A few hypotheses posited that technologically advanced civilizations could emerge on ancient Earth, Mars or Venus and leave technosignatures on Earth and elsewhere in the Solar System (Wright, Reference Wright2018; Schmidt and Frank, Reference Schmidt and Frank2019).

Whether any hypothetical extrasolar advanced civilizations visited the Solar System in the past or some non-human civilizations emerged in the Solar System long before the rise of the human intelligence, those civilizations could establish biotechnospheres in the Solar System beyond Earth to extract resources from asteroids and other objects of the Solar System and (or) to terraform selected objects of the Solar System (e.g. Venus, Mars or Jupiter's moon Europa).

Cockell discussed previously published data from experiments in three areas of geomicrobiology that could be applied to space settlement: soil formation from extraterrestrial regolith, biological extraction of economically important elements from rocks and biological solidification of ground on other planetary surfaces (Cockell, Reference Cockell2011). Cockell used the data to propose attributes that could be introduced into engineered microbes in these applications, as well as a set of ‘core’ attributes that could be introduced into any microorganisms used in space geomicrobiology; the set of the ‘core’ attributes would include: (1) rapid growth rate combined with tolerance of extreme extraterrestrial environments; (2) tolerance of metals found in regolith rocks; (3) ability to fix nitrogen; (4) ability to grow under a wide diversity of chemical and physical conditions; (5) the minimal element needs to allow for growth in nutrient-deprived rock environments and (6) robust resting states (i.e. spores) for long-term storage in planetary stations or when transported between planets (Cockell, Reference Cockell2011).

From the point of view of this study, Cockell investigated how humankind could establish localized biotechnospheres beyond Earth in the Solar System. The properties of the microbes engineered as part of these biotechnospheres would include the set of the ‘core’ attributes proposed by Cockell (Reference Cockell2011) combined with the properties of engineered microbes proposed here as Technosignature 8 (i.e. shifting between a dormant and active state and performing other tasks in response to artificially created external stimuli; potential signs of artificial interference with the genetic code of the bacteria; avoidance of horizontal gene transfer and immunity to the influence of viruses).

Therefore, Biotechnosignature 9 could be in the form of: (i) a set of the properties of microbes engineered to function as part of biotechnospheres beyond Earth, where these properties would include rapid growth rate combined with tolerance of extreme extraterrestrial environments, tolerance of metals and other substances found in regolith rocks, ability to fix nitrogen, ability to grow under a wide diversity of chemical and physical conditions, minimal element needs to allow for growth in nutrient-deprived environments, robust resting states, ability to shift between dormant and active state and perform other tasks in response to artificially created external stimuli, presence of artificial interference with the genetic code, avoidance of bacterial wars, avoidance of horizontal gene transfer and immunity to the influence of viruses and (or) (ii) artefacts of the operation of such microbes.

This biotechnosignature could also exist in the form of (i) bacterial descendants of the bacteria used in ancient biotechnospheres if such bacteria would continue to exist in subsurface microbial ecosystems or subsurface ‘deposits’ of extraterrestrial bacterial spores on Mars and other objects of the Solar System and (ii) modifications of regolith and rocks on cosmic objects made by the bacteria-descendants and displaying commonalities with applications of biomining.

Biotechnosignature 10: Biotechnospheres on free-floating cosmic objects

Future robotic space missions could search in situ for biotechnosignatures of extant or extinct biotechnospheres on free-floating cosmic objects (e.g. free-floating planets, interstellar comets and interstellar asteroids) passing through the Solar System. Biotechnosignature 10 that they could host could be similar to Biotechnosignature 8 and Biotechnosignature 9.

Some free-floating planets may have habitable conditions, host simple life forms and deliver them to planetary systems (Stevenson, Reference Stevenson1999; Abbot and Switzer, Reference Abbot and Switzer2011; Badescu, Reference Badescu2011; Schulze-Makuch and Fairén, Reference Schulze-Makuch and Fairén2021); some free-floating planets can be potentially habitable Earth-sized free-floating planets with subsurface oceans (Abbot and Switzer, Reference Abbot and Switzer2011). The existence of exomoons orbiting free-floating planets was theoretically predicted and a study proposed that, under certain conditions and assuming stable orbital parameters, liquid water could exist on the surface of such exomoons, and the amount of water could be sufficient to provide habitable conditions and host primordial life (Ávila et al., Reference Ávila, Grassi, Bovino, Chiavassa, Ercolano, Danielache and Simoncini2021). Lingam and Loeb briefly discussed some of these studies of the potential habitability of free-floating planets and concluded that it follows from these studies that ‘it is evident that life in the Universe has a vast range of niches that it could occupy, and worlds with subsurface oceans under ice envelopes constitute an important category’; Lingam and Loeb also discussed how the primordial Earth might have retained a global subsurface ocean if Earth had become a free-floating planet (Lingam and Loeb, Reference Lingam and Loeb2019).

Some extraterrestrial civilizations, if they exist, may use free-floating planets as a means of interstellar transportations or they may send machines to ride free-floating planets (Romanovskaya, Reference Romanovskaya2022). These civilizations could create subterranean biotechnospheres on free-floating planets and biotechnospheres in the oceans of free-floating planets and their exomoons (e.g. to extract resources). If these civilizations become extinct or abandon their free-floating planet, the free-floating planets (and, potentially, their exomoons) could continue to carry the biotechnospheres or the fragments and artefacts of the biotechnospheres (and, hypothetically, become involved in lithopanspermia).

Interstellar asteroids could also harbour technosignatures and biotechnosignatures of mining and biomining that could be done by advanced civilizations or intelligent machines (i.e. machines similar to Von Neumann probes) when the asteroids were gravitationally bound to planetary systems or after they became free-floating asteroids. Namely, some asteroids originate in the inner regions of the planetary systems hosted by main-sequence stars and become ejected from the inner regions to the Oort Clouds of their planetary systems (Shannon et al., Reference Shannon, Jackson, Veras and Wyatt2015). Hypothetically, mining and biomining operations could take place on these Oort-cloud asteroids in their Oort Clouds. The Oort-cloud asteroids could later become ejected from their planetary systems by their post-main-sequence stars (Veras et al., Reference Veras, Wyatt, Mustill, Bonsor and Eldridge2011; Veras and Wyatt, Reference Veras and Wyatt2012).

The following scenarios describe this possibility: (1) to survive the post-main-sequence evolution of their host stars, advanced civilizations would migrate from their planetary system's inner regions to their Oort Clouds (Romanovskaya, Reference Romanovskaya2022) and use mining and biomining to extract resources from asteroids in the Oort Cloud; (2) to escape existential threats, advanced civilizations could migrate from their home planetary system to the Oort Clouds of other planetary systems (Romanovskaya, Reference Romanovskaya2022), where the civilizations could use mining and biomining to extract resources from asteroids in the Oort Cloud; (3) interstellar travellers (e.g. Von Neumann probes) could visit a young planetary system and perform mining and biomining operation on its asteroids and (4) post-biological entities (e.g. intelligent machines) could migrate to the Oort Cloud of their home planetary system and use mining or biomining to extract resources from Oort-cloud asteroids (this hypothetical scenario is based Ćirković and Bradbury's migration hypothesis: Ćirković and Bradbury, Reference Ćirković and Bradbury2006).

The Cosmic Descendants hypothesis

The migration hypothesis proposed by Ćirković and Bradbury posits that post-biological entities (e.g. non-biological computing entities) would migrate outward from their original location in the Galaxy towards the outer regions of the Galaxy where temperature is low enough to increase their computing efficiency, as computation becomes more efficient when the temperature of the heat reservoir in contact with the computing technologies is lower, and the most efficient heat reservoirs are the regions of the Universe located far from energy sources (e.g. stars) (Ćirković and Bradbury, Reference Ćirković and Bradbury2006). In the migration hypothesis, Ćirković and Bradbury generalized the idea of another type of migration of post-biological entities within the Solar System; namely, Ćirković and Bradbury discussed how post-biological descendants of humankind could prefer low-temperature and volatile-rich outer regions of the Solar System, thus creating ‘circumstellar technological zone’ that would be different and complementary to the circumstellar habitable zone (Ćirković and Bradbury, Reference Ćirković and Bradbury2006).

On the other hand, the Silurian hypothesis involves an examination of the possibility of detecting evidence of a prior industrial civilization in Earth's geologic record, with an assumption that such a civilization could exist on Earth millions of years before humans (Schmidt and Frank, Reference Schmidt and Frank2019). This possibility is further discussed in this article (i.e. Biotechnosignature 8).

While considering the migration hypothesis (Ćirković and Bradbury, Reference Ćirković and Bradbury2006) and the Silurian hypothesis (Schmidt and Frank, Reference Schmidt and Frank2019) alongside, I propose the Cosmic Descendants hypothesis that posits that if an industrial civilization of non-human biological species emerged on Earth, Mars or Venus in the distant past, as other studies suggested (Wright, Reference Wright2018; Schmidt and Frank, Reference Schmidt and Frank2019), the civilization could be survived by the bacteria, which the civilization engineered for its biotechnospheres, and the civilization could be survived by intelligent machines it created; namely, the ancient industrial civilization could build biotechnospheres on Earth, Mars or Venus, the biotechnospheres could incorporate engineered bacteria and the descendants of that engineered bacteria could exist on Earth or Mars (and, highly hypothetically, in the atmosphere of Venus, if the artefacts of the biotechnospheres were airborne) till this day, bearing some properties of their engineered bacterial ancestors; if that civilization was survived by the societies of its intelligent machines, the intelligent machines could migrate to the outer regions of the Solar System and survive there until present times. The societies of the intelligent machines (or even their own civilization, if they would organize as a civilization) could use biotechnospheres, for example, for biomining operations to extract resources from comets, asteroids and other objects in the main asteroid belt and in the outer regions of the Solar System.

The location and properties of the biotechnospheres built by the civilization of intelligent machines would depend on its location relative to the heliosphere (i.e. inside the heliosphere or outside of the heliosphere) because the heliosphere to a significant degree shields the region of the Solar System, which it encompasses, from Galactic Cosmic Rays (GCRs) that are harmful to life and electronics (Zeitlin et al., Reference Zeitlin, Case, Schwadron, Spence, Mazur, Joyce, Looper, Jordan, Rios, Townsend and Kasper2016). The solar wind affects the heliosphere's size and shape, and so does the Sun's motion through the local interstellar medium because it compresses the heliosphere at the front and drags it out into a tail at the back. As a result, the distance of the heliosphere's leading edge from the Sun is far less than that to the end of the heliotail; NASA's Voyager 1 crossed the heliopause in the direction of its leading edge in mid-2012 at a distance of about 122 AU from the Sun (Stone et al., Reference Stone, Cummings, McDonald, Heikkila, Lal and Webber2013), while Voyager 2 encountered the heliopause in late 2018 at a distance of 119 AU (Stone et al., Reference Stone, Cummings, Heikkila and Lal2019).

The inner edge of the Oort Cloud is estimated to be at ~2 × 103 AU (Fouchard et al., Reference Fouchard, Rickman, Froeschlé and Valsecchi2017), which means that the heliosphere does not protect the Oort Cloud from GCRs and the Oort-cloud comets and asteroids are affected by GCRs. GCRs penetration depths into solid matter depend on their energies, E, are as follows: for E ≲ 0.1 GeV, the penetration depths are <0.1 m (Cooper et al., Reference Cooper, Christian, Richardson, Wang, Davies and Barrera2004; Gronoff et al., Reference Gronoff, Maggiolo, Cessateur, Moore, Airapetian, De Keyser, Dhooghe, Gibbons, Gunell, Mertens and Rubin2020a) and for E ≳ 1 GeV, protons and alpha particles have penetration depths in ice ~1 to 10 m (Jewitt and Seligman, Reference Jewitt and Seligman2022). If the civilization of intelligent machines resided in the Oort Cloud, its biotechnospheres and biomining operations could be limited to the interiors of the Oort-cloud asteroids, probably several metres below the asteroids’ surface.

The civilization of intelligent machines could include non-biological technologies only. Alternatively, the civilization of intelligent machines could use both biological and non-biological components in the design of its machines and other technologies. This possibility should be acknowledged because scientists on Earth are already working on developing such technologies. Examples include memristive connections linking silicon neurons and brain neurons of the rat hippocampus (Serb et al., Reference Serb, Corna, George, Khiat, Rocchi, Reato, Maschietto, Mayr, Indiveri, Vassanelli and Prodromakis2020); in vitro neural networks from human or rodent origins integrated with in silico computing (Kagan et al., Reference Kagan, Kitchen, Tran, Habibollahi, Khajehnejad, Parker, Bhat, Rollo, Razi and Friston2022); synthetic gene networks constructed to emulate digital circuits and devices (Friedland et al., Reference Friedland, Lu, Wang, Shi, Church and Collins2009) and synthetic gene networks for AI (Nesbeth et al., Reference Nesbeth, Zaikin, Saka, Romano, Giuraniuc, Kanakov and Laptyeva2016). Because of the biological components of the machines, the civilization of intelligent machines could prefer to be in the Kuiper Belt and in the inner region of the scattered disk so that the heliosphere would protect them from GCRs. The civilization of intelligent machines could also inhabit or, at least, explore the oceans of Ceres and the moons of Jovian planets for resources. It would likely reside outside the inner Solar System to distance itself from extreme solar events (e.g. coronal mass ejections, solar flares and superflares).

The design of the intelligent machines would also affect their migration patterns in the Galaxy. The civilization of intelligent machines built with non-biological components could follow the migration scenario proposed in the migration hypothesis (Ćirković and Bradbury, Reference Ćirković and Bradbury2006) and migrate towards the outer regions of the Galaxy where temperature is low enough to improve their computing efficiency and where they could distance themselves from destructive cosmic phenomena (e.g. supernovae) (Ćirković and Bradbury, Reference Ćirković and Bradbury2006). The civilization of intelligent machines incorporating biological and non-biological would have to account for the needs of the machines’ biological components, and so it could remain in the Solar System for greater periods of time. Highly hypothetically, such a hypothetical civilization could be the first and the only line of defense of the Solar System from hostile exosolar visitors that are so frequently pictured in many works of science fiction.

Possible technosignatures and biotechnosignatures of such a civilization of intelligent machines are proposed as follows.

Technological artefacts and technological activities of intelligent machines in the outer Solar System

When discussing the search for artefacts of hypothetical extinct prior civilizations of the Solar System, Wright proposed that photometry and spectra of asteroids, comets, and Kuiper Belt Objects could reveal albedo, shape, rotational, compositional or other anomalies because such objects could host artefacts, or they could be artefacts (Wright, Reference Wright2018). Technosignatures representing these anomalies could also be produced by inactive abandoned technologies or currently active technologies of the civilization of intelligent machines, which survived the prior civilization of the Solar System that created the machines. For example, the intelligent machines’ technosignature could be in the form of infrared and other electromagnetic radiation produced by mining operations on asteroids. Forgan and Elvis suggested that the mining operations of advanced civilizations could produce technosignatures in debris discs in the form of electromagnetic radiation detectable by astronomical tools (Forgan and Elvis, Reference Forgan and Elvis2011), the same consideration could be applied to the technosignature of machines mining asteroids in the Solar System.

Lurkers

Benford discussed how hypothetical exosolar advanced civilizations could send robotic surveillance probes (Lurkers) to the Solar System, place them on nearby co-orbital objects to observe Earth and have the Lurkers sending surveillance data back to their origin; one of their technosignatures could be the probes themselves, if they were discovered in situ (Benford, Reference Benford2019). Technosignatures in the form of Lurkers could also be produced by the intelligent machines that survived the prior civilization of the Solar System if they would place the Lurkers to survey Earth and humankind.

Surveillance probes on the Moon

Surveillance technology of hypothetical exosolar advanced civilizations could be located on the Moon, and potential existence of extraterrestrial artefacts on the Moon was discussed in other studies (e.g. Arkhipov, Reference Arkhipov1995, Reference Arkhipov1998a, Reference Arkhipov1998b; Davies and Wagner, Reference Davies and Wagner2013). The intelligent machines could also place their surveillance probes on the Moon.

Bacterial descendants of ancient bacteria that were part of biotechnospheres designed to terraform or sustain planetary environments (Biotechnosignature 8)

If a hypothetical prior non-human civilization could be advanced enough to create biotechnospheres on Earth, Mars or Venus in the distant past, the civilization could also be advanced enough to build spacefaring intelligent machines that could later migrate to the outer Solar System. The intelligent machines could establish biotechnospheres elsewhere in the Solar System and they could use the same engineered bacteria in their biotechnospheres that the ancient civilization used in the biotechnospheres established on Earth, Venus or Mars. Although the engineered bacteria would be modified to a certain extent for the new environments (e.g. when used to terraform the subsurface ocean of Ceres, the subsurface oceans of the moons of Jovian planets), they would still share commonalities with the bacteria of the ancient biotechnospheres established by the prior civilization on Earth, Venus or Mars.

Consequently, if bacterial descendants of the bacteria that were part of the ancient biotechnospheres built on Earth, Venus or Mars were discovered, their properties could be similar to the properties of the engineered bacteria used by the intelligent machines in their biotechnospheres on other objects of the Solar System (e.g. in the subsurface ocean of Ceres, the subsurface oceans of the moons of Jovian planets). The existence of such bacteria and their commonalities would serve as a biotechnosignature. Considerations of the search for bacteria on Venus mentioned here are pertaining to the airborne artefacts of biotechnospheres if such artefacts could survive in the atmosphere of Venus.

The possibility of this biotechnosignature would suggest searching for potentially engineered bacteria on Earth and Mars, in the Venusian atmosphere, in the ocean of Ceres, the oceans of the moons of Jovian planets and in the water plumes of Saturn's moon Enceladus.

Solar probes as part of biotechnospheres (as discussed for Biotechnosignature 3)

If the civilization of intelligent technologies would reside inside the heliosphere (e.g. in the Kuiper Belt), then its technologies and biomining operations would be protected from GCRs by the heliosphere, but they could be impacted by extreme solar activity (e.g. solar flares and solar superflares). Even though the impact of the extreme solar activity would be less significant in the Kuiper Belt than that experienced at 1 AU from the Sun, the civilization of intelligent technologies could still experience the impact and it could have to place space probes in the inner Solar System that would survey the Sun and provide warnings about the magnetic activity of the Sun, the dynamics of the solar wind and upcoming extreme solar events. The civilization could place the probes on Mercury, stable Venus co-orbital asteroids, Aten asteroids or Apollo asteroids, so that they would monitor the Sun in close proximity. It could also place solar probes on the Moon, Mars and in the main asteroid belt. This is because in addition to the studies of the Sun producing solar wind, flares, superflares and coronal mass ejections, the civilization would also need to know how the solar particles, radiation and magnetic fields would propagate through the Solar System.

Because the probes would gather data about the Sun necessary for the protection of the civilization of intelligent machines and its biotechnospheres, the probes could be considered as technologies belonging to the biotechnospheres and, therefore, representing a biotechnosignature of that civilization (this is also discussed as part of Biotechnosignature 3).

Biologically inspired technologies and machines composed of biological and non-biological components (Biotechnosignature 6)

In-situ studies of asteroids, Ceres, moons of Jovian planets and other objects of the Solar System could include the search for artefacts of technologies, including biologically inspired technologies that could be used by the intelligent machines. Societies of intelligent machines composed of biological and non-biological components could be considered themselves as biotechnospheres, as they would combine biology and technology working together towards common goals. The observables of these machines functioning could be described as biotechnosignatures.

Artefacts of geomicrobiology applied to space settlements and exploration sites (Biotechnosignature 9)

Artefacts of geomicrobiology applied by the intelligent machines to their space settlements and exploration sites could serve as their biotechnosignature, this type of biotechnosignature is discussed as Biotechnosignature 9. The possibility of this biotechnosignature could suggest searching for potentially engineered bacteria on Earth and Mars, on Ceres, in the oceans of the moons of Jovian planets and in the water plumes of Saturn's moon Enceladus.

On the possible transient presence of artefacts of extraterrestrial technologies and biotechnospheres in the Solar System

Interstellar asteroids

Hypothetical advanced extraterrestrial civilizations may place technologies and build subsurface biotechnospheres on Oort-cloud asteroids of their planetary systems (e.g. to perform biomining on the asteroids). The Oort-cloud asteroids can become ejected into interstellar space by their host stars when the stars undergo post-main-sequence evolution (Veras et al., Reference Veras, Wyatt, Mustill, Bonsor and Eldridge2011; Veras and Wyatt, Reference Veras and Wyatt2012). If any of these asteroids would travel through the Solar System, then the technosignatures, biotechnospheres or their artefacts existing on the surface and in the interior of the asteroids would have transient presence in the Solar System for the duration of the passage.

The search for technosignatures and biotechnosignatures on the passing interstellar asteroids could be included in the scientific studies of such asteroids with an understanding that the probability of discovering technosignatures and biotechnosignatures on interstellar interlopers (i.e., interstellar comets and interstellar asteroids are described as interstellar interlopers when they are observed passing through the Solar System) as well as the probability of discovering any interstellar asteroid to be an extraterrestrial interstellar spacecraft is extremely low when different possible sources of interstellar comets and interstellar asteroids considered. For example, minor bodies and planetesimals can become interstellar asteroids after they are ejected into interstellar space by the processes of planetary formation and orbital migration of giant planets (Duncan et al., Reference Duncan, Quinn and Tremaine1987; Charnoz and Morbidelli, Reference Charnoz and Morbidelli2003; Cook et al., Reference Cook, Ragozzine, Granvik and Stephens2016), and by interactions of young stars in open cluster (Hands et al., Reference Hands, Dehnen, Gration, Stadel and Moore2019). It was estimated that ~104 interstellar objects can be located closer to the Sun than Neptune (i.e. distance ≤30 AU) at any moment of time; with a Solar System crossing time ~10 years, the flux of interstellar interlopers into the planetary region of the Solar System would be ~103 year−1 (Jewitt and Seligman, Reference Jewitt and Seligman2022); about 50 interstellar objects >50 m in size could be present in the Solar System in a sphere with a radius of 50 AU at any given time (Borisov and Shustov, Reference Borisov and Shustov2021).

Whereas young and ‘still-under-construction’ planetary systems and young open stellar clusters can produce a great number of interstellar comets and asteroids, this discussion of interstellar asteroids travelling through the Solar System is first of all concerned with the interstellar asteroids that originally existed in ‘mature’ planetary systems, where life would have time to emerge and evolve, and industrial civilizations could have time to become spacefaring civilizations and produce technosignatures and biotechnosignatures on the asteroids. Simulations of the formation of the Oort Cloud of the Solar System demonstrated that ~8 × 109 of the small bodies in the Oort Cloud are ice-free rock-iron asteroids that formed within 2.5 AU of the Sun (Shannon et al., Reference Shannon, Jackson, Veras and Wyatt2015). During its post-main-sequence phase, the Sun may dynamically eject Oort-cloud objects, including these Oort-cloud asteroids, from the Solar System (Veras et al., Reference Veras, Wyatt, Mustill, Bonsor and Eldridge2011). Other stars of a mass of 1–7 times solar mass could do the same (Veras et al., Reference Veras, Wyatt, Mustill, Bonsor and Eldridge2011), so that few extrasolar Oort Clouds could survive post-main-sequence evolution intact (Veras and Wyatt, Reference Veras and Wyatt2012). Therefore, if extraterrestrial civilizations or intelligent machines performed mining or biomining on some asteroids in their Oort clouds and the asteroids were later ejected into interstellar space, the asteroids would carry technosignatures, biotechnosignatures or extraterrestrial artefacts (e.g. the remnants of their biotechnospheres).

A ‘low-ball’ estimate of the total number of interstellar asteroids that currently remain free-floating in the Galactic disk after they were ejected from the Oort Clouds of planetary systems by their host post-main-sequence stars, which later became white dwarfs in the Galactic disk, can be inferred as N ia = N wd × N a. Here, N wd is the number of white dwarfs belonging to the Galactic disk and N a is the estimated number of Oort-cloud asteroids ejected from each planetary system in which the host star underwent its post-main-sequence evolution and now exists as a white dwarf. The Galaxy hosts approximately 1010 white dwarfs, and the estimated fraction of white dwarfs in the halo is ≈50% of the Galactic white dwarfs (Napiwotzki, Reference Napiwotzki2009). Two assumptions are further made: (i) the average number of Oort-cloud asteroids in each planetary system with its host star destined to become a white dwarf is approximately the same as the number of Oort-cloud asteroids in the Solar System (≈8 × 109); (ii) for a lower estimate, about 10% of these Oort-cloud asteroids become interstellar asteroids and remain free-floating in the Galactic disk (i.e. not all asteroids may become ejected from the Oort clouds, depending on the size and eccentricity of their orbits, and some asteroids can become ejected from an Oort cloud and yet, experience destruction, become re-captured by other planetary systems or leave the Galactic disk).

With these assumptions, N ia ≈ 4 × 1018, it corresponds to the number density of interstellar asteroids that used to be Oort-cloud asteroids in the Galactic disk and remain free-floating in the Galactic disk, n ~ 4 × 105 ly−3.

If, hypothetically, 108 advanced civilizations ever existed in the Galactic disk and each civilization would send 102 interstellar spacecraft that could be mistakenly perceived at a distance as interstellar asteroids, then for each such an extraterrestrial interstellar spacecraft in the Galactic disk, there would be more than 4 × 108 interstellar asteroids that used to be Oort-cloud asteroids and had no traces of extraterrestrial technologies. A similar estimate would exist for interstellar asteroids carrying extraterrestrial technosignatures or biotechnosignatures in the Galactic disk.

Free-floating planets

With an estimate of the number of free-floating planets (with R ≳ 0.3R Earth) to be about 30 times the total number of stars, the nearest free-floating planet might be located at a distance that corresponds to the inner Oort cloud of the Solar System (i.e. ~2 × 103 − 2 × 104 AU) (Lingam and Loeb, Reference Lingam and Loeb2019). If a free-floating planet hosting a biotechnosphere ever travelled through the Solar System, this would be described as a transient presence of extraterrestrial biotechnosphere in the Solar System. The probability of this event would depend on the probability of the existence of spacefaring extraterrestrial civilizations riding free-floating planets or advanced civilizations sending machines to ride free-floating planets. Hypothetically, lithopanspermia could make the free-floating planet share some of its biotechnosphere with the Solar System.

Close stellar flyby

The closest known flyby of a star to the Solar System was that of the W0720 system, which passed through the Oort cloud of the Solar System approximately 7 × 104 years ago (Mamajek et al., Reference Mamajek, Barenfeld, Ivanov, Kniazev, Väisänen, Beletsky and Boffin2015). Another close encounter can be that with Gl 710, with a 95% probability of coming closer than 17 000 AU to the Sun (i.e. passing through the Oort Cloud of the Solar System); the flyby is estimated to occur approximately 1.36 × 106 years in the future (Bailer-Jones et al., Reference Bailer-Jones, Rybizki, Andrae and Fouesneau2018). If any object of the planetary system of the close flyby star would carry an extraterrestrial biotechnosphere through the Solar System during the flyby, it would signify a transient presence of their localized biotechnospheres in the Solar System. The probability of this event would depend on the probability of the existence of advanced extraterrestrial civilizations and the probability of such civilizations creating biotechnospheres in the planetary systems of K- and M-type stars, which are the most common main-sequence stars in the Galaxy and the most common main-sequence stars involved in close stellar flybys.

Extraterrestrial interstellar spacecraft and probes

If any extraterrestrial spacecraft or space probes would travel through the Solar System and they would carry biotechnospheres designed to support ecosystems supporting life support, resource utilization inside spacecraft and other purposes, then for the duration of their presence in the Solar System, their localized biotechnospheres would have a transient presence in the Solar System. The probability of this event would depend on the probability of the existence of spacefaring extraterrestrial civilizations using biotechnospheres.

Conclusions

The concept of planetary intelligence as collective intelligence was applied to investigate the possible evolution of biotechnospheres emerging on the intersection of civilizations’ technospheres with planetary biospheres. In mature planetary biotechnospheres, collective intelligence could comprise the intelligence of technologies, the intelligence of life forms, including engineered life forms and, potentially, synthetic intelligence, with all these types of intelligence acting in concert to monitor and preserve planetary biospheres and their biodiversity; to steady planetary environments and to restore them after extinction events; to support space missions and terraformation of cosmic objects; to assist with medical processes, industrial processes, mining, agricultural and food production processes. Biotechnospheres used in space exploration and colonization would become part of cosmic ecosystems and would be likely affected by interactions within the cosmic ecosystems.

Hypothetical advanced civilizations could produce biotechnosignatures (i.e. observables and artefacts of biotechnospheres) in the Solar System, other planetary systems and on interstellar asteroids and free-floating planets. The biotechnosignatures may be in the form of the steadiness of planetary conditions, in some cases accompanied by the long-term steadiness of the biosignatures of complex life forms; unanticipated dynamics of the environments of exoplanets and, in some cases, the unusual dynamics of the biosignatures produced on exoplanets after stellar activity events and events that may cause mass extinctions on exoplanets; unusual persistence of planetary environments and biosignatures on planets strongly affected by their post-main-sequence stars accompanied by the observables of extraterrestrial intelligence migrating to the outer regions of the Solar System; technosignatures of biologically inspired extraterrestrial technologies and machine learning algorithms; certain observables of terraforming operations on exoplanets; the properties inherited by some bacteria from their ancestral bacteria that were part of hypothetical ancient biotechnosphere on Earth or other cosmic objects of the Solar System; artefacts of biomining operations and terraforming operations performed by non-human intelligence in the Solar System, on interstellar asteroids and on free-floating planets. Therefore, some biotechnosignatures could signify the effect of planetary biotechnospheres on the planetary evolution.

Biotechnosignatures could be also in the form of intelligent machines built by hypothetical prior civilizations of non-human species of the Solar System. Such intelligent machines could migrate to the outskirts of the Solar System and beyond, and their design could affect their migration patterns in the Solar System and in the Galaxy. Societies of intelligent machines built with non-biological components could migrate, as proposed in the migration hypothesis (Ćirković and Bradbury, Reference Ćirković and Bradbury2006), to the outer regions of the Galaxy. Societies of intelligent machines integrating biological (e.g. in vitro neural networks from biological origins, synthetic gene networks, etc.) and non-biological components could remain within the heliosphere for the duration of the main-sequence evolution of the Sun. These machines and their artefacts could reside on the cosmic objects of the Kuiper Belt and the inner regions of the scattered disk, in the subsurface oceans of the moons of Jovian planets and in the subsurface ocean of Ceres.

Transient presence of extraterrestrial technologies and biotechnospheres could occur in the Solar System if interstellar asteroids, free-floating planets or interstellar spacecraft carrying technologies or biotechnospheres would travel through the Solar System or if some object of the planetary system of a close flyby star would carry an extraterrestrial biotechnosphere through the Solar System during the flyby.

A ‘low-ball’ estimate of the total number of interstellar asteroids that currently remain free-floating in the Galactic disk after they were ejected from the Oort Clouds of planetary systems by their host post-main-sequence stars, which later became white dwarfs in the Galactic disk, is N ia ≈ 4 × 1018. Considering this large number, the probability to detect interstellar asteroids carrying biotechnospheres or interstellar spacecraft appearing as interstellar asteroids is very low.

Financial support

No funding has been provided for this research.

Acknowledgements

I thank the anonymous reviewers for their careful reading of my manuscript.

Competing interests

The author reports no conflict of interest.

Footnotes

*

The author's legal name is Irina Mullins. Irina Mullins writes under her maiden name, Irina K. Romanovskaya. Irina Mullins can be also contacted at irinakromanovskaya@gmail.com.

References

Abbot, DS and Switzer, ER (2011) The Steppenwolf: a proposal for a habitable planet in interstellar space. The Astrophysical Journal Letters 735, L27.CrossRefGoogle Scholar
Aggarwal, N, Kitano, S, Puah, GRY, Kittelmann, S, Hwang, IY and Chang, MW (2022) Microbiome and human health: current understanding, engineering, and enabling technologies. Chemical Reviews 123, 3172.CrossRefGoogle ScholarPubMed
Albuquerque, RW, Vieira, DLM, Ferreira, ME, Soares, LP, Olsen, SI, Araujo, LS, Vicente, LE, Tymus, JRC, Balieiro, CP, Matsumoto, MH and Grohmann, CH (2022) Mapping key indicators of forest restoration in the Amazon using a low-cost drone and artificial intelligence. Remote Sensing 14, 830.CrossRefGoogle Scholar
Anthony, LFW, Kanding, B and Selvan, R (2020) Carbontracker: Tracking and predicting the carbon footprint of training deep learning models. arXiv preprint arXiv:2007.03051.Google Scholar
Arens, NC and West, ID (2008) Press-pulse: a general theory of mass extinction? Paleobiology 34, 456.CrossRefGoogle Scholar
Arkhipov, AV (1995) Lunar SETI. Spaceflight 37, 214.Google Scholar
Arkhipov, AV (1998a) Earth-Moon system as a collector of alien artifacts. Journal of the British Interplanetary Society 51, 181184.Google Scholar
Arkhipov, AV (1998b) New approaches to problem of search of extraterrestrial intelligence. Radio Physics and Radio Astronomy 3, 5.Google Scholar
Armstrong, S and Sandberg, A (2013) Eternity in six hours: intergalactic spreading of intelligent life and sharpening the Fermi paradox. Acta Astronautica 89, 113.CrossRefGoogle Scholar
Ávila, PJ, Grassi, T, Bovino, S, Chiavassa, A, Ercolano, B, Danielache, SO and Simoncini, E (2021) Presence of water on exomoons orbiting free-floating planets: a case study. International Journal of Astrobiology 20, 300311.CrossRefGoogle Scholar
Badescu, V (2011) Free-floating planets as potential seats for aqueous and non-aqueous life. Icarus 216, 485491.CrossRefGoogle Scholar
Bailer-Jones, CAL, Rybizki, J, Andrae, R and Fouesneau, M (2018) New stellar encounters discovered in the second Gaia data release. Astronomy & Astrophysics 616, A37.CrossRefGoogle Scholar
Balbi, A and Ćirković, MM (2021) Longevity is the key factor in the search for technosignatures. The Astronomical Journal 161, 222.CrossRefGoogle Scholar
Benford, J (2019) Looking for lurkers: co-orbiters as SETI observables. The Astronomical Journal 158, 150.CrossRefGoogle Scholar
Benford, J (2021) A Drake equation for alien artifacts. Astrobiology 21, 757763.CrossRefGoogle ScholarPubMed
Benner, SA and Kim, HJ (2015, September) The case for a Martian origin for Earth life. In Instruments, methods, and missions for astrobiology XVII, vol. 9606, pp. 49–64.CrossRefGoogle Scholar
Bizily, SP, Rugh, CL and Meagher, RB (2000) Phytodetoxification of hazardous organomercurials by genetically engineered plants. Nature Biotechnology 18, 213217.CrossRefGoogle ScholarPubMed
Bond, DP and Grasby, SE (2017) On the causes of mass extinctions. Palaeogeography, Palaeoclimatology, Palaeoecology 478, 329.CrossRefGoogle Scholar
Boraas, ME, Seale, DB and Boxhorn, JE (1998) Phagotrophy by a flagellate selects for colonial prey: a possible origin of multicellularity. Evolutionary Ecology 12, 153164.CrossRefGoogle Scholar
Borisov, GV and Shustov, BM (2021) Discovery of the first interstellar comet and the spatial density of interstellar objects in the solar neighborhood. Solar System Research 55, 124131.CrossRefGoogle Scholar
Bracewell, RN (1960) Communications from superior galactic communities. Nature 186, 670671.CrossRefGoogle Scholar
Bray, D (2009) Wetware: A Computer in Every Living Cell. New Haven, Connecticut, USA: Yale University Press, pp. ixix.Google Scholar
Brenner, K, You, L and Arnold, FH (2008) Engineering microbial consortia: a new frontier in synthetic biology. Trends in Biotechnology 26, 483489.CrossRefGoogle ScholarPubMed
Brüssow, H, Canchaya, C and Hardt, WD (2004) Phages and the evolution of bacterial pathogens: from genomic rearrangements to lysogenic conversion. Microbiology and Molecular Biology Reviews 68, 560602.CrossRefGoogle ScholarPubMed
Budennyy, SA, Lazarev, VD, Zakharenko, NN, Korovin, AN, Plosskaya, OA, Dimitrov, DV, Akhripkin, VS, Pavlov, IV, Oseledets, IV, Barsola, IS and Egorov, IV (2022) Eco2AI: carbon emissions tracking of machine learning models as the first step towards sustainable AI. Doklady Mathematics 106, S118S128.CrossRefGoogle Scholar
Caro-Quintero, A and Konstantinidis, KT (2012) Bacterial species may exist, metagenomics reveal. Environmental Microbiology 14, 347355.CrossRefGoogle ScholarPubMed
Carrigan, RA Jr 2012, Is interstellar archeology possible? Acta Astronautica 78, 121126.CrossRefGoogle Scholar
Chan, MA, Hinman, NW, Potter-McIntyre, SL, Schubert, KE, Gillams, RJ, Awramik, SM, Boston, PJ, Bower, DM, Des Marais, DJ, Farmer, JD and Jia, TZ (2019) Deciphering biosignatures in planetary contexts. Astrobiology 19, 10751102.CrossRefGoogle ScholarPubMed
Charnoz, S and Morbidelli, A (2003) Coupling dynamical and collisional evolution of small bodies: an application to the early ejection of planetesimals from the Jupiter–Saturn region. Icarus 166, 141156.CrossRefGoogle Scholar
Chopra, V, Fadl, AA, Sha, J, Chopra, S, Galindo, CL and Chopra, AK (2006) Alterations in the virulence potential of enteric pathogens and bacterial–host cell interactions under simulated microgravity conditions. Journal of Toxicology and Environmental Health, Part A 69, 13451370.CrossRefGoogle ScholarPubMed
Ćirković, MM and Bradbury, RJ (2006) Galactic gradients, postbiological evolution and the apparent failure of SETI. New Astronomy 11, 628639.CrossRefGoogle Scholar
Cockell, CS (2011) Synthetic geomicrobiology: engineering microbe–mineral interactions for space exploration and settlement. International Journal of Astrobiology 10, 315324.CrossRefGoogle Scholar
Coleman, MA and Goold, HD (2019) Harnessing synthetic biology for kelp forest conservation1. Journal of Phycology 55, 745751.CrossRefGoogle ScholarPubMed
Cook, NV, Ragozzine, D, Granvik, M and Stephens, DC (2016) Realistic detectability of close interstellar comets. The Astrophysical Journal 825, 51.CrossRefGoogle Scholar
Cooper, J (2013) Bioterrorism and the Fermi paradox. International Journal of Astrobiology 12, 144148.CrossRefGoogle Scholar
Cooper, JF, Christian, ER, Richardson, JD and Wang, C (2004) Proton irradiation of Centaur, Kuiper Belt, and Oort Cloud objects at plasma to cosmic ray energy. In Davies, JK and Barrera, LH (eds), The First Decadal Review of the Edgeworth-Kuiper Belt. New York City, NY, USA: Springer, pp. 261277.CrossRefGoogle Scholar
Corvaglia, AR, François, P, Hernandez, D, Perron, K, Linder, P and Schrenzel, J (2010) A type III-like restriction endonuclease functions as a major barrier to horizontal gene transfer in clinical Staphylococcus aureus strains. Proceedings of the National Academy of Sciences 107, 1195411958.CrossRefGoogle Scholar
Crick, FH and Orgel, LE (1973) Directed panspermia. Icarus 19, 341348.CrossRefGoogle Scholar
Cumbers, J and Rothchild, L (2010) BISRU: Synthetic Microbes for Moon, Mars and Beyond, Astrobiology Science Conference 2010: Evolution and Life: Surviving Catastrophes and Extremes on Earth and Beyond. League City, Texas. LPI Contribution No. 1538, p. 5672.Google Scholar
Davies, PC (2012) Footprints of alien technology. Acta Astronautica 73, 250257.CrossRefGoogle Scholar
Davies, PC and Lineweaver, CH (2005) Finding a second sample of life on Earth. Astrobiology 5, 154163.CrossRefGoogle ScholarPubMed
Davies, PCW and Wagner, RV (2013) Searching for alien artifacts on the Moon. Acta Astronautica 89, 261265.CrossRefGoogle Scholar
Davies, PC, Benner, SA, Cleland, CE, Lineweaver, CH, McKay, CP and Wolfe-Simon, F (2009) Signatures of a shadow biosphere. Astrobiology 9, 241249.CrossRefGoogle ScholarPubMed
Decoene, T, De Paepe, B, Maertens, J, Coussement, P, Peters, G, De Maeseneire, SL and De Mey, M (2018) Standardization in synthetic biology: an engineering discipline coming of age. Critical Reviews in Biotechnology 38, 647656.CrossRefGoogle ScholarPubMed
DeLisi, C, Patrinos, A, MacCracken, M, Drell, D, Annas, G, Arkin, A, Church, G, Cook-Deegan, R, Jacoby, H, Lidstrom, M and Melillo, J (2020) The role of synthetic biology in atmospheric greenhouse gas reduction: prospects and challenges. BioDesign Research 2020, 1016207.CrossRefGoogle ScholarPubMed
Del Ser, J, Osaba, E, Molina, D, Yang, XS, Salcedo-Sanz, S, Camacho, D, Das, S, Suganthan, PN, Coello, CAC and Herrera, F (2019) Bio-inspired computation: where we stand and what's next. Swarm and Evolutionary Computation 48, 220250.CrossRefGoogle Scholar
DeMare, L (2011) Wetware: a computer in every living cell. The Yale Journal of Biology and Medicine 84, 174175.Google Scholar
Des Marais, DJ, Harwit, MO, Jucks, KW, Kasting, JF, Lin, DNC, Lunine, JI, Schneider, J, Seager, S, Traub, WA and Woolf, NJ (2002) Remote sensing of planetary properties and biosignatures on extrasolar terrestrial planets. Astrobiology 2, 153181.CrossRefGoogle ScholarPubMed
de Sousa Mello, F and Friaça, ACS (2020) The end of life on Earth is not the end of the world: converging to an estimate of life span of the biosphere? International Journal of Astrobiology 19, 2542.CrossRefGoogle Scholar
Doughty, CE, Abraham, AJ, Windsor, J, Mommert, M, Gowanlock, M, Robinson, T and Trilling, DE (2020) Distinguishing multicellular life on exoplanets by testing Earth as an exoplanet. International Journal of Astrobiology 19, 492499.CrossRefGoogle Scholar
Duncan, M, Quinn, T and Tremaine, S (1987) The formation and extent of the Solar System comet cloud. The Astronomical Journal 94, 13301338.CrossRefGoogle Scholar
Duranton, M (2021) Few hints towards more sustainable Al. In 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE Date of Conference: 01–05 February 2021, pp. 25–25.CrossRefGoogle Scholar
Ellery, A (2022b) Curbing the fruitfulness of self-replicating machines. International Journal of Astrobiology 21, 243259.CrossRefGoogle Scholar
Faris, JD (2014) Wheat domestication: key to agricultural revolutions past and future. In Tuberosa, R, Graner, A and Frison, E (eds), Genomics of Plant Genetic Resources: Volume 1. Managing, Sequencing and Mining Genetic Resources. New York City, NY, USA: Springer, pp. 439464.CrossRefGoogle Scholar
Feulner, G (2011) Limits to biodiversity cycles from a unified model of mass-extinction events. International Journal of Astrobiology 10, 123129.CrossRefGoogle Scholar
Fields, BD, Melott, AL, Ellis, J, Ertel, AF, Fry, BJ, Lieberman, BS, Liu, Z, Miller, JA and Thomas, BC (2020) Supernova triggers for end-Devonian extinctions. Proceedings of the National Academy of Sciences 117, 2100821010.CrossRefGoogle ScholarPubMed
Forgan, DH and Elvis, M (2011) Extrasolar asteroid mining as forensic evidence for extraterrestrial intelligence. International Journal of Astrobiology 10, 307313.CrossRefGoogle Scholar
Foster, JS, Wheeler, RM and Pamphile, R (2014) Host-microbe interactions in microgravity: assessment and implications. Life (Chicago, Ill) 4, 250266.Google ScholarPubMed
Fouchard, M, Rickman, H, Froeschlé, C and Valsecchi, GB (2017) On the present shape of the Oort cloud and the flux of “new” comets. Icarus 292, 218233.CrossRefGoogle Scholar
Fowler, SJ and Curtis, TP (2023) Cultivating a more effective culture to advance the engineering of microbial communities. Interface Focus 13, 20220073.CrossRefGoogle Scholar
Frank, A, Grinspoon, D and Walker, S (2022) Intelligence as a planetary scale process. International Journal of Astrobiology 21, 4761.CrossRefGoogle Scholar
Freitas, R and Valdes, F (1985) The search for extraterrestrial artifacts (SETA). Acta Astronautica 12, 10271034.CrossRefGoogle Scholar
Freitas, Robert Jr and Zachary, W (1981) A self-replicating, growing lunar factory. In 4th Space Manufacturing; Proceedings of the Fifth Conference, p. 3226. https://doi.org/10.2514/6.1981-3226CrossRefGoogle Scholar
Friedland, AE, Lu, TK, Wang, X, Shi, D, Church, G and Collins, JJ (2009) Synthetic gene networks that count. Science (New York, N.Y.) 324, 11991202.CrossRefGoogle ScholarPubMed
Furber, S (2016) Large-scale neuromorphic computing systems. Journal of Neural Engineering 13, 051001.CrossRefGoogle ScholarPubMed
Gennaretti, F, Arseneault, D, Nicault, A, Perreault, L and Bégin, Y (2014) Volcano-induced regime shifts in millennial tree-ring chronologies from northeastern North America. Proceedings of the National Academy of Sciences 111, 1007710082.CrossRefGoogle ScholarPubMed
Gilbert, JA and Neufeld, JD (2014) Life in a world without microbes. PLoS Biology 12, e1002020.CrossRefGoogle Scholar
Gingerich, PD (1983) Rates of evolution: effects of time and temporal scaling. Science (New York, N.Y.) 222, 159161.CrossRefGoogle ScholarPubMed
Gleizer, S, Ben-Nissan, R, Bar-On, YM, Antonovsky, N, Noor, E, Zohar, Y, Jona, G, Krieger, E, Shamshoum, M, Bar-Even, A and Milo, R (2019) Conversion of Escherichia coli to generate all biomass carbon from CO2. Cell 179, 12551263.CrossRefGoogle ScholarPubMed
Gronoff, G, Maggiolo, R, Cessateur, G, Moore, WB, Airapetian, V, De Keyser, J, Dhooghe, F, Gibbons, A, Gunell, H, Mertens, CJ and Rubin, M (2020a) The effect of cosmic rays on cometary nuclei. I. Dose deposition. The Astrophysical Journal 890, 89.CrossRefGoogle Scholar
Gronoff, G, Arras, P, Baraka, S, Bell, JM, Cessateur, G, Cohen, O, Curry, SM, Drake, JJ, Elrod, M, Erwin, J and Garcia-Sage, K (2020b) Atmospheric escape processes and planetary atmospheric evolution. Journal of Geophysical Research: Space Physics 125, e2019JA027639.CrossRefGoogle Scholar
Gunell, H, Maggiolo, R, Nilsson, H, Wieser, GS, Slapak, R, Lindkvist, J, Hamrin, M and De Keyser, J (2018) Why an intrinsic magnetic field does not protect a planet against atmospheric escape. Astronomy & Astrophysics 614, L3.CrossRefGoogle Scholar
Haff, PK (2012) Technology and human purpose: the problem of solids transport on the Earth's surface. Earth System Dynamics 3, 149156.CrossRefGoogle Scholar
Haff, PK (2014a) Humans and technology in the Anthropocene: six rules. The Anthropocene Review 1, 126136.CrossRefGoogle Scholar
Haff, PK (2014b) Technology as a geological phenomenon: implications for human well-being. Geological Society, London, Special Publications 395, 301309.CrossRefGoogle Scholar
Hands, TO, Dehnen, W, Gration, A, Stadel, J and Moore, B (2019) The fate of planetesimal discs in young open clusters: implications for 1I/’Oumuamua, the Kuiper Belt, the Oort Cloud, and more. Monthly Notices of the Royal Astronomical Society 490, 2136.CrossRefGoogle Scholar
Haqq-Misra, J and Kopparapu, R (2012) On the likelihood of non-terrestrial artifacts in the Solar System. Acta Astronautica 72, 1520.CrossRefGoogle Scholar
Haseltine, EL and Arnold, FH (2007) Synthetic gene circuits: design with directed evolution. Annual Review of Biophysics and Biomolecular Structure 36, 119.CrossRefGoogle ScholarPubMed
Heinemann, M and Panke, S (2006) Synthetic biology—putting engineering into biology. Bioinformatics (Oxford, England) 22, 27902799.Google ScholarPubMed
Hug, LA, Baker, BJ, Anantharaman, K, Brown, CT, Probst, AJ, Castelle, CJ, Butterfield, CN, Hernsdorf, AW, Amano, Y, Ise, K and Suzuki, Y (2016) A new view of the tree of life. Nature Microbiology 1, 16.CrossRefGoogle ScholarPubMed
Iida, F and Ijspeert, AJ (2016) Biologically inspired robotics. In Siciliano, B and Khatib, O (eds), Springer Handbook of Robotics. New York City, NY, USA: Springer, pp. 20152034.CrossRefGoogle Scholar
Ivanov, VD, Beamín, JC, Cáceres, C and Minniti, D (2020) A qualitative classification of extraterrestrial civilizations. Astronomy & Astrophysics 639, A94.CrossRefGoogle Scholar
Jewitt, D and Seligman, DZ (2022) The Interstellar Interlopers. arXiv preprint arXiv:2209.08182.Google Scholar
Kagan, BJ, Kitchen, AC, Tran, NT, Habibollahi, F, Khajehnejad, M, Parker, BJ, Bhat, A, Rollo, B, Razi, A and Friston, KJ (2022) In vitro neurons learn and exhibit sentience when embodied in a simulated game-world. Neuron 110, 39523969.CrossRefGoogle Scholar
Kang, M, Choe, D, Kim, K, Cho, BK and Cho, S (2020) Synthetic biology approaches in the development of engineered therapeutic microbes. International Journal of Molecular Sciences 21, 8744.CrossRefGoogle ScholarPubMed
Kasting, JF and Siefert, JL (2002) Life and the evolution of Earth's atmosphere. Science (New York, N.Y.) 296, 10661068.CrossRefGoogle ScholarPubMed
Kemp, DB, Eichenseer, K and Kiessling, W (2015) Maximum rates of climate change are systematically underestimated in the geological record. Nature Communications 6, 8890.CrossRefGoogle ScholarPubMed
Khalil, AS and Collins, JJ (2010) Synthetic biology: applications come of age. Nature Reviews Genetics 11, 367379.CrossRefGoogle ScholarPubMed
Kikuchi, K, Galera-Laporta, L, Weatherwax, C, Lam, JY, Moon, EC, Theodorakis, EA, Garcia-Ojalvo, J and Süel, GM (2022) Electrochemical potential enables dormant spores to integrate environmental signals. Science (New York, N.Y.) 378, 4349.CrossRefGoogle ScholarPubMed
Kim, K, Kim, H and Myung, H (2018) Bio-inspired robot swarm control algorithm for dynamic environment monitoring. Advances in Robotics Research 2, 1.Google Scholar
King, SJ, Jerkovic, A, Brown, LJ, Petroll, K and Willows, RD (2022) Synthetic biology for improved hydrogen production in Chlamydomonas reinhardtii. Microbial Biotechnology 15, 19461965.CrossRefGoogle ScholarPubMed
Koschwanez, JH, Foster, KR and Murray, AW (2011) Sucrose utilization in budding yeast as a model for the origin of undifferentiated multicellularity. PLoS Biology 9, e1001122.CrossRefGoogle Scholar
Lammer, H, Kasting, JF, Chassefière, E, Johnson, RE, Kulikov, YN and Tian, F (2008) Atmospheric escape and evolution of terrestrial planets and satellites. Space Science Reviews 139, 399436.CrossRefGoogle Scholar
Larter, R (2010) Scientists Eavesdrop on Bacteria Conversation. Alexandria, VA, USA: National Science Foundation Research News. Retrieved on 20 April 2023. https://beta.nsf.gov/news/scientists-eavesdrop-bacteria-conversation.Google Scholar
Lebdioui, A (2022) Nature-inspired innovation policy: biomimicry as a pathway to leverage biodiversity for economic development. Ecological Economics 202, 107585.CrossRefGoogle Scholar
Lennon, JT and Jones, SE (2011) Microbial seed banks: the ecological and evolutionary implications of dormancy. Nature Reviews Microbiology 9, 119130.CrossRefGoogle ScholarPubMed
Lin, CL, Ip, WH, Hou, WC, Huang, LC and Chang, HY (2019) A comparative study of the magnetic activities of Low-mass stars from M-type to G-type. The Astrophysical Journal 873, 97.CrossRefGoogle Scholar
Lingam, M and Loeb, A (2019) Subsurface exolife. International Journal of Astrobiology 18, 112141.CrossRefGoogle Scholar
Lloyd, JR and Renshaw, JC (2005) Bioremediation of radioactive waste: radionuclide–microbe interactions in laboratory and field-scale studies. Current Opinion in Biotechnology 16, 254260.CrossRefGoogle ScholarPubMed
Lurie-Luke, E (2014) Product and technology innovation: what can biomimicry inspire? Biotechnology Advances 32, 14941505.CrossRefGoogle ScholarPubMed
Macek, T, Kotrba, P, Svatos, A, Novakova, M, Demnerova, K and Mackova, M (2008) Novel roles for genetically modified plants in environmental protection. Trends in Biotechnology 26, 146152.CrossRefGoogle ScholarPubMed
Madhusoodanan, J (2014) Microbial stowaways to Mars identified. Nature, 12. https://doi.org/10.1038/nature.2014.15249.Google Scholar
Mamajek, EE, Barenfeld, SA, Ivanov, VD, Kniazev, AY, Väisänen, P, Beletsky, Y and Boffin, HM (2015) The closest known flyby of a star to the Solar System. The Astrophysical Journal Letters 800, L17.CrossRefGoogle Scholar
Marković, D, Mizrahi, A, Querlioz, D and Grollier, J (2020) Physics for neuromorphic computing. Nature Reviews Physics 2, 499510.CrossRefGoogle Scholar
Matloff, GL (2022) Von Neumann probes: rationale, propulsion, interstellar transfer timing. International Journal of Astrobiology 21, 205211.CrossRefGoogle Scholar
McKay, C, Toon, O and Kasting, J (1991) Making Mars habitable. Nature 352, 489496.CrossRefGoogle ScholarPubMed
Meadows, VS (2005) Modelling the diversity of extrasolar terrestrial planets. Proceedings of the International Astronomical Union 1, 2534.CrossRefGoogle Scholar
Meadows, VS (2008) Planetary environmental signatures for habitability and life. In Mason, JW (ed.), Exoplanets, Berlin, Heidelberg: Springer Berlin Heidelberg, pp. 259284. doi: 10.1007/978-3-540-74008-7_10.CrossRefGoogle Scholar
Meagher, RB (2000) Phytoremediation of toxic elemental and organic pollutants. Current Opinion in Plant Biology 3, 153162.CrossRefGoogle ScholarPubMed
Moelling, K and Broecker, F (2019) Viruses and evolution – viruses first? A personal perspective. Frontiers in Microbiology 10, 523.CrossRefGoogle Scholar
Muller, C (2014) The Carrington solar flares of 1859: consequences on life. Origins of Life and Evolution of Biospheres 44, 185195.CrossRefGoogle ScholarPubMed
Napier, WM (2004) A mechanism for interstellar panspermia. Monthly Notices of the Royal Astronomical Society 348, 4651.CrossRefGoogle Scholar
Napiwotzki, R (2009) The galactic population of white dwarfs. Journal of Physics: Conference Series 172, 012004.Google Scholar
Nesbeth, DN, Zaikin, A, Saka, Y, Romano, MC, Giuraniuc, CV, Kanakov, O and Laptyeva, T (2016) Synthetic biology routes to bio-artificial intelligence. Essays in Biochemistry 60, 381391.Google ScholarPubMed
O'Malley-James, JT, Greaves, JS, Raven, JA and Cockell, CS (2013) Swansong biospheres: refuges for life and novel microbial biospheres on terrestrial planets near the end of their habitable lifetimes. International Journal of Astrobiology 12, 99112.CrossRefGoogle Scholar
Otwell, AE, López García de Lomana, A, Gibbons, SM, Orellana, MV and Baliga, NS (2018) Systems biology approaches towards predictive microbial ecology. Environmental Microbiology 20, 41974209.CrossRefGoogle ScholarPubMed
Pearson, PN and Palmer, MR (2000) Atmospheric carbon dioxide concentrations over the past 60 million years. Nature 406, 695699.CrossRefGoogle ScholarPubMed
Peyer, KE, Zhang, L and Nelson, BJ (2013) Bio-inspired magnetic swimming microrobots for biomedical applications. Nanoscale 5, 12591272.CrossRefGoogle ScholarPubMed
Ramirez, RM and Kaltenegger, L (2016) Habitable zones of post-main sequence stars. The Astrophysical Journal 823, 6.CrossRefGoogle Scholar
Ratcliff, WC, Denison, RF, Borrello, M and Travisano, M (2012) Experimental evolution of multicellularity. Proceedings of the National Academy of Sciences 109, 15951600.CrossRefGoogle ScholarPubMed
Ritter, S, Rotko, D, Halpin, S, Nawal, A, Farias, A, Patel, K, Diggewadi, A and Hill, H (2020) International legal and ethical issues of a future Carrington event: existing frameworks, shortcomings, and recommendations. New Space 8, 2330.CrossRefGoogle Scholar
Rodger, CJ, Verronen, PT, Clilverd, MA, Seppälä, A and Turunen, E (2008) Atmospheric impact of the Carrington event solar protons. Journal of Geophysical Research: Atmospheres 113, D23302.CrossRefGoogle Scholar
Rodríguez Amor, D and Dal Bello, M (2019) Bottom-up approaches to synthetic cooperation in microbial communities. Life (Chicago, Ill) 9, 22.Google ScholarPubMed
Rogachevskaya, LM (2006) Impact of Technogenic Disasters on Ecogeological Processes. Geology and Ecosystems: International Union of Geological Sciences (IUGS) Commission on Geological Sciences for Environmental Planning (COGEOENVIRONMENT) Commission on Geosciences for Environmental Management (GEM), pp. 161–169.CrossRefGoogle Scholar
Romanovskaya, IK (2022) Migrating extraterrestrial civilizations and interstellar colonization: implications for SETI and SETA. International Journal of Astrobiology 21, 163187.CrossRefGoogle Scholar
Rosenzweig, JA, Abogunde, O, Thomas, K, Lawal, A, Nguyen, YU, Sodipe, A and Jejelowo, O (2010) Spaceflight and modeled microgravity effects on microbial growth and virulence. Applied Microbiology and Biotechnology 85, 885891.CrossRefGoogle ScholarPubMed
Sadler, PM (1981) Sediment accumulation rates and the completeness of stratigraphic sections. The Journal of Geology 89, 569584.CrossRefGoogle Scholar
Santos-Merino, M, Singh, AK and Ducat, DC (2019) New applications of synthetic biology tools for cyanobacterial metabolic engineering. Frontiers in Bioengineering and Biotechnology 7, 33.CrossRefGoogle ScholarPubMed
Schmidt, GA and Frank, A (2019) The Silurian hypothesis: would it be possible to detect an industrial civilization in the geological record? International Journal of Astrobiology 18, 142150.CrossRefGoogle Scholar
Schulze-Makuch, D and Fairén, AG (2021) Evaluating the microbial habitability of rogue planets and proposing speculative scenarios on how they might act as vectors for panspermia. Life (Chicago, Ill) 11, 833.Google ScholarPubMed
Schwieterman, EW, Kiang, NY, Parenteau, MN, Harman, CE, DasSarma, S, Fisher, TM, Arney, GN, Hartnett, HE, Reinhard, CT, Olson, SL and Meadows, VS (2018) Exoplanet biosignatures: a review of remotely detectable signs of life. Astrobiology 18, 663708.CrossRefGoogle ScholarPubMed
Serb, A, Corna, A, George, R, Khiat, A, Rocchi, F, Reato, M, Maschietto, M, Mayr, C, Indiveri, G, Vassanelli, S and Prodromakis, T (2020) Memristive synapses connect brain and silicon spiking neurons. Scientific Reports 10, 2590.CrossRefGoogle ScholarPubMed
Shahar, K and Greenbaum, D (2020) Lessons in space regulations from the lunar tardigrades of the Beresheet hard landing. Nature Astronomy 4, 208209.CrossRefGoogle Scholar
Shannon, A, Jackson, AP, Veras, D and Wyatt, M (2015) Eight billion asteroids in the Oort cloud. Monthly Notices of the Royal Astronomical Society 446, 20592064.CrossRefGoogle Scholar
Shivaprakash, KN, Swami, N, Mysorekar, S, Arora, R, Gangadharan, A, Vohra, K, Jadeyegowda, M and Kiesecker, JM (2022) Potential for artificial intelligence (AI) and machine learning (ML) applications in biodiversity conservation, managing forests, and related services in India. Sustainability 14, 7154.CrossRefGoogle Scholar
Silvestro, D, Goria, S, Sterner, T and Antonelli, A (2022) Improving biodiversity protection through artificial intelligence. Nature Sustainability 5, 415424.CrossRefGoogle ScholarPubMed
Sleator, RD and Smith, N (2019) Terraforming: synthetic biology's final frontier. Archives of Microbiology 201, 855862.CrossRefGoogle ScholarPubMed
Slijepcevic, P (2020) Natural intelligence and anthropic reasoning. Biosemiotics 13, 285307.CrossRefGoogle Scholar
Smith, DE and Morowitz, H (2016) The Origin and Nature of Life on Earth: The Emergence of the Fourth Geosphere. Cambridge: Cambridge University Press, p. 691.CrossRefGoogle Scholar
Solé, RV, Montañez, R, Duran-Nebreda, S, Rodriguez-Amor, D, Vidiella, B and Sardanyés, J (2018) Population dynamics of synthetic terraformation motifs. Royal Society Open Science 5, 180121.CrossRefGoogle ScholarPubMed
Sonea, S and Mathieu, LG (2001) Evolution of the genomic systems of prokaryotes and its momentous consequences. International Microbiology 4, 6771.CrossRefGoogle ScholarPubMed
Song, HS, Renslow, RS, Fredrickson, JK and Lindemann, SR (2015) Integrating ecological and engineering concepts of resilience in microbial communities. Frontiers in Microbiology 6, 1298.CrossRefGoogle ScholarPubMed
Sotos, JG (2019) Biotechnology and the lifetime of technical civilizations. International Journal of Astrobiology 18, 445454.CrossRefGoogle Scholar
Steinert, M (2014) Pathogen intelligence. Frontiers in Cellular and Infection Microbiology 4, 8.CrossRefGoogle ScholarPubMed
Stevens, A, Forgan, D and James, JOM (2016) Observational signatures of self-destructive civilizations. International Journal of Astrobiology 15, 333344.CrossRefGoogle Scholar
Stevenson, DJ (1999) Life-sustaining planets in interstellar space? Nature 400, 3232.CrossRefGoogle ScholarPubMed
Stone, EC, Cummings, AC, McDonald, FB, Heikkila, BC, Lal, N and Webber, WR (2013) Voyager 1 observes low-energy galactic cosmic rays in a region depleted of heliospheric ions. Science (New York, N.Y.) 341, 150153.CrossRefGoogle Scholar
Stone, EC, Cummings, AC, Heikkila, BC and Lal, N (2019) Cosmic ray measurements from Voyager 2 as it crossed into interstellar space. Nature Astronomy 3, 10131018.CrossRefGoogle Scholar
Strubell, E, Ganesh, A and McCallum, A (2019) Energy and Policy Considerations for Deep Learning in NLP. Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pp. 3645–3650.CrossRefGoogle Scholar
Sukhodolov, T, Usoskin, I, Rozanov, E, Asvestari, E, Ball, WT, Curran, MA, Fischer, H, Kovaltsov, G, Miyake, F, Peter, T and Plummer, C (2017) Atmospheric impacts of the strongest known solar particle storm of 775 AD. Scientific Reports 7, 45257.CrossRefGoogle ScholarPubMed
Surianarayanan, C, Lawrence, JJ, Chelliah, PR, Prakash, E and Hewage, C (2023) A survey on optimization techniques for edge artificial intelligence (AI). Sensors 23, 1279.CrossRefGoogle ScholarPubMed
Szocik, K and Braddock, M (2022) Synthetic biology for human space missions: ethical issues and practical applications. Astropolitics 20, 251263.CrossRefGoogle Scholar
Tang, J, Liu, G and Pan, Q (2021) A review on representative swarm intelligence algorithms for solving optimization problems: applications and trends. IEEE/CAA Journal of Automatica Sinica 8, 16271643.CrossRefGoogle Scholar
Timmreck, C, Lorenz, S and Niemeier, U (2009) The climate impact of a Yellowstone super eruption: an Earth system model approach. In EGU General Assembly Conference Abstracts, EGU General Assembly held 19–24 April 2009 in Vienna, Austria, p. 4931. http://meetings.copernicus.org/egu2009.Google Scholar
Tsoi, R, Dai, Z and You, L (2019) Emerging strategies for engineering microbial communities. Biotechnology Advances 37, 107372.CrossRefGoogle ScholarPubMed
Turbet, M, Bolmont, E, Bourrier, V, Demory, BO, Leconte, J, Owen, J and Wolf, ET (2020) A review of possible planetary atmospheres in the TRAPPIST-1 system. Space Science Reviews 216, 148.CrossRefGoogle ScholarPubMed
Veras, D and Wyatt, MC (2012) The Solar System's post-main-sequence escape boundary. Monthly Notices of the Royal Astronomical Society 421, 29692981.CrossRefGoogle Scholar
Veras, D, Wyatt, MC, Mustill, AJ, Bonsor, A and Eldridge, JJ (2011) The great escape: how exoplanets and smaller bodies desert dying stars. Monthly Notices of the Royal Astronomical Society 417, 21042123.CrossRefGoogle Scholar
Vernadsky, VI, Starostin, BA, Yanshin, AL and Yanshina, FT (1997) Scientific Thought as a Planetary Phenomenon. Moscow: Nongovernmental Ecological VI Vernadsky Foundation, p. 265.Google Scholar
Verseux, C, Baqué, M, Lehto, K, de Vera, JPP, Rothschild, LJ and Billi, D (2016) Sustainable life support on Mars – the potential roles of cyanobacteria. International Journal of Astrobiology 15, 6592.CrossRefGoogle Scholar
Walker, SI, Bains, W, Cronin, L, DasSarma, S, Danielache, S, Domagal-Goldman, S, Kacar, B, Kiang, NY, Lenardic, A, Reinhard, CT and Moore, W (2018) Exoplanet biosignatures: future directions. Astrobiology 18, 779824.CrossRefGoogle ScholarPubMed
Wang, Z, Peng, J and Ding, S (2022) A bio-inspired trajectory planning method for robotic manipulators based on improved bacteria foraging optimization algorithm and tau theory. Mathematical Biosciences and Engineering 19, 643662.CrossRefGoogle ScholarPubMed
Way, JC, Silver, PA and Howard, RJ (2011) Sun-driven microbial synthesis of chemicals in space. International Journal of Astrobiology 10, 359364.CrossRefGoogle Scholar
West, AA, Hawley, SL, Bochanski, JJ, Covey, KR, Reid, IN, Dhital, S, Hilton, EJ and Masuda, M (2008) Constraining the age–activity relation for cool stars: the Sloan Digital Sky Survey Data Release 5 low-mass star spectroscopic sample. The Astronomical Journal 135, 785.CrossRefGoogle Scholar
Westerhoff, HV, Brooks, AN, Simeonidis, E, García-Contreras, R, He, F, Boogerd, FC, Jackson, VJ, Goncharuk, V and Kolodkin, A (2014) Macromolecular networks and intelligence in microorganisms. Frontiers in Microbiology 5, 379.CrossRefGoogle ScholarPubMed
Wright, JT (2018) Prior indigenous technological species. International Journal of Astrobiology 17, 96100.CrossRefGoogle Scholar
Xie, M and Fussenegger, M (2018) Designing cell function: assembly of synthetic gene circuits for cell biology applications. Nature Reviews Molecular Cell Biology 19, 507525.CrossRefGoogle ScholarPubMed
Yigitcanlar, T (2021) Greening the artificial intelligence for a sustainable planet: an editorial commentary. Sustainability 13, 13508.CrossRefGoogle Scholar
Zalasiewicz, J and Williams, M (2009) A geological history of climate change. In Letcher, TM (ed.), Climate Change. Amsterdam, Netherlands: Elsevier, pp. 127142.CrossRefGoogle Scholar
Zavarzin, GA (2008) A planet of bacteria. Herald of the Russian Academy of Sciences 78, 144151.CrossRefGoogle Scholar
Zavarzin, GA (2010) Initial stages of biosphere evolution. Herald of the Russian Academy of Sciences 80, 522533.CrossRefGoogle Scholar
Zeitlin, C, Case, AW, Schwadron, NA, Spence, HE, Mazur, JE, Joyce, CJ, Looper, MD, Jordan, A, Rios, RR, Townsend, LW and Kasper, JC (2016) Solar modulation of the deep space galactic cosmic ray lineal energy spectrum measured by CRaTER, 2009–2014. Space Weather 14, 247258.CrossRefGoogle Scholar