Each and every time we click on on a celebrity to fee a cafe, go away a touch upon a store’s web site, or “like” a video, we go away a virtual footprint. In my opinion, it will appear insignificant, only a small signal of desire, one micro-opinion amongst many. However in combination, those clues shape an infinite social panorama, a cloud of visual and chronic indicators that profoundly affect our conduct.
Those diffuse indexes, aggregated throughout platforms and strengthened by means of algorithms, serve as as shared reminiscence. They let us know what’s standard, dependable or questionable. The phenomenon is so robust that biologists and physicists have in comparison it to a well known mechanism within the animal global: stigmergy. This idea, which was once presented within the overdue Fifties by means of the entomologist Pierre-Paul Grasse to give an explanation for the collective building of nests in termites, describes the oblique coordination between people because of the strains they go away within the setting. In social bugs, a ball of soil impregnated with a building pheromone and positioned in a single position draws different employees who will upload their very own, resulting in the formation of a column after which a dome.
Within the virtual global, an enthusiastic remark, a sequence of five-star evaluations, or the virality of a hashtag play a an identical position: they encourage people to undertake convergent conduct. Thus, with out the desire for a conductor, hundreds of particular person movements can mix to provide coherent collective conduct. However this attention-grabbing mechanism has a problem. As a result of if stigmergy promotes cooperation and collective intelligence, it additionally opens the door to manipulation and deception. What occurs when positive people or computerized systems go away biased or deceptive tracks?
The paintings we did on the Animal Cognition Analysis Heart, in collaboration with the Laboratory of Theoretical Physics and the Toulouse College of Economics, takes us to the center of this query on the intersection of ethology, behavioral economics and complicated techniques science. Our experimental research have published how, in managed virtual environments, other folks exploit, suitable, or are influenced by means of those strains. They display in a hanging approach that even easy instrument robots, devoid of any sophistication, can profoundly reorient the cooperative dynamics of a human workforce.
When cooperation turns into fragile within the face of competitors
The primary sequence of experiments, revealed in 2023, aimed to inspect underneath what stipulations stigmergy promotes or does no longer advertise cooperation between other folks. To do that, we designed an experiment through which teams of 5 individuals have been invited to discover the similar grid of 225 quantity packing containers, every containing a hidden cost between 0 and 99 dispensed randomly. Their purpose was once to seek out the packing containers with the best values.
Symbol of the internet interface utilized by the individuals all the way through the experiment. Supplied by means of the creator
Each and every time a participant found out a field, they needed to fee it out of 5 stars, similar to you do for a web-based product. In any case the topics opened and recorded the packing containers, every of the desk packing containers explored by means of every workforce, first of all white in colour, followed other tones of pink whose depth depended at the proportion of stars deposited within the field by means of all of the topics all the way through the former iterations. Those strains of paint have been visual to all individuals of the crowd and thus constituted a collective reminiscence in their previous movements. The experiment ended after twenty iterations and the sum of the values of the packing containers visited by means of every matter all the way through all iterations decided their rating.
Then again, two other regulations of the sport were proposed. Within the non-competitive model, the gamers’ cumulative rating on the finish of a sequence of ten experiments didn’t impact the volume in their praise on the finish of the experiment, which was once equivalent for everybody, with every player incomes €10. Within the aggressive model, however, each and every level counted for the reason that ultimate winnings (between 10 euros and 20 euros) depended at the sum of the published values that decided the participant’s rating. The latter are subsequently positioned in competitors to obtain the most productive prize.
The consequences confirmed that within the no-competition situation, people tended to fee the packing containers in share to their cost, offering others with correct and subsequently helpful data. The collaboration took place spontaneously. The usage of the clues they left for every different, the crowd was once in a position to jointly determine the most productive packing containers, a ways past what an remoted particular person may just hope for. However once the contest got here, the entirety modified. Many individuals started to subtly cheat, visiting excessive cost squares however giving them a low rating, in order no longer to draw the eye of others. Others have followed impartial methods, assigning random or uniform effects to hide their tracks. Thus, collective reminiscence turned into unreliable, and cooperation broke down.
An in depth research of the conduct made it conceivable to spot 3 other profiles: workers who in truth percentage data; impartial, which go away ambiguous indicators; and fraudsters, who intentionally deceive others. Within the context of competitors, the share of cheaters explodes. This transformation displays that human cooperation in line with clues is extremely contextual. It will rise up naturally when there may be not anything to lose by means of sharing, but it surely disappears once particular person pastime ends up in self-retention or deceptive others. This ambivalence is located in lots of on-line environments, the place fair evaluations coexist with deceptive feedback, pretend evaluations, or arranged junk mail.
When social robots come into play
Some other find out about, performed in 2022 and now revealed, takes the experiment even additional by means of introducing new actors: easy programmed bots (a bot is an automatic instrument utility that plays repetitive duties on-line). On this experiment, we used the similar analysis community software and analysis device, however this time, every human player performed with 4 non-human “partners,” although the gamers didn’t comprehend it. Those companions have been bots that followed predefined behaviors. Some cooperated by means of faithfully checking packing containers, others systematically cheated, others remained impartial, and in spite of everything the remaining sort sought to optimize collective efficiency. The speculation was once to inspect whether or not the presence of those synthetic brokers, although rudimentary, may just impact the tactic of other folks in a aggressive state of affairs.

Likelihood of individuals discovering a mobile of cost 99 within the non-competitive state of affairs (blue) and the aggressive state of affairs (orange). The black dashed and dashed strains correspond to the anticipated possibilities if individuals randomly visited desk cells. Supplied by means of the creator
The consequences have been impressive. In teams the place the bots have been cooperative, people carried out higher, found out extra high-value squares, and were given upper rankings. However this local weather of believe additionally preferred the emergence of opportunistic conduct; thus, some individuals started to cheat extra, profiting from the reliability of the strains left by means of the bots. By contrast, in teams saturated with misleading bots, individuals tailored by means of turning into extra cooperative or impartial, as though looking to keep at least usable sign in an ocean of noise.
The affect of the bots was once so sturdy that the composition of the crowd itself (4 bot cooperatives, or 3 scammers and one affiliate, and many others.) was once sufficient to are expecting the full efficiency. Much more unusually, after we in comparison the efficiency of 5 other folks enjoying in combination to the efficiency of blended teams of people and robots, teams integrating particular bots designed to optimize collective efficiency fared a lot better than purely human teams. In those scenarios, the presence of bots inspired the individuals to undertake a collaborator profile despite the fact that they have been in competitors.
Between collective intelligence and the chance of manipulation
Those experiments, despite the fact that carried out in a laboratory with numerical networks, resonate strongly with our virtual on a regular basis lifestyles saturated with strains and automated indicators. In mild of the conclusions, we would possibly surprise to what extent our collective possible choices are already formed by means of invisible brokers. Those experiments display that stigmergy, this oblique coordination mechanism, additionally works in us people, no longer simply in termites or ants. Additionally they divulge his fragility. Cooperation born from clues is at all times threatened by means of the temptation of fraud, higher competitors or the presence of biased brokers. In a global the place on-line platforms depend closely on analysis, ranking and advice techniques, those effects name for pressing considering. As a result of in the back of each and every ranking and each and every remark will also be hidden no longer most effective egocentric human methods, but additionally bots able to biasing the collective opinion.
Then again, it’s not most effective about condemning malicious manipulation, pretend product promotion evaluations, disinformation campaigns orchestrated by means of bot armies, but additionally about interested by the possibly pro-social makes use of of those identical brokers. As our experiments additionally display, well-designed bots can to the contrary reinforce cooperation, stabilize collective dynamics or even reinforce workforce efficiency. We nonetheless wish to know the way to combine them in a clear and moral approach, heading off them to develop into tools of fraud.
This paintings reminds us that we now reside in hybrid ecosystems, the place people and synthetic brokers coexist and repeatedly be in contact via virtual strains. Working out how those interactions form our collective intelligence is a significant problem for interdisciplinary analysis. However it is usually a citizen factor, for the reason that high quality of our long run cooperation and maybe even the well being of our virtual democracies relies on how we keep watch over, design and use those strains and those bots.
This text was once proposed in partnership with the convention “Propagations, a new paradigm for the social sciences?” (in Cerisio (Manche), which was once held from July 25 to July 31, 2025).