SWI/ Swarm Intelligence

Artificial Agent Coordination

AntNet as an example of environment-mediated coordination.

Mechanism

This entry is limited to stigmergic coordination. It makes no claim of success or direct transfer to modern LLM agents.

Claims & sources

EvidenceIn AntNet, artificial agents share routing information through indirect, asynchronous communication mediated by the network.

Confidence is an editorial assessment of support, not a mathematical probability.

AntNet: Distributed Stigmergetic Control for Communications Networks (opens in a new tab)

Authors
Gianni Di Caro, Marco Dorigo
Organization
AI Access Foundation
Source type
Peer-reviewed paper
Publication date
Publication / identifier
Journal of Artificial Intelligence Research 9, 317–365
DOI
10.1613/jair.530
Accessed
Source availability
Available

SupportsThe publisher abstract explicitly identifies network-mediated communication; the scope is AntNet.

Publisher abstract, https://jair.org/index.php/jair/article/view/10217

SynthesisReading Ant System and AntNet together, SWI infers that shared environmental state can serve as a design pattern for artificial-agent coordination.

Confidence is an editorial assessment of support, not a mathematical probability.

Ant system: optimization by a colony of cooperating agents (opens in a new tab)

Authors
Marco Dorigo, Vittorio Maniezzo, Alberto Colorni
Organization
IEEE
Source type
Peer-reviewed paper
Publication date
Exact date not established; see publication details
Publication / identifier
IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) 26(1), 29–41; February 1996 (day not established)
DOI
10.1109/3477.484436
Accessed
Source availability
Available

ContextualizesArtificial trail variables provide the optimization example for the synthesis.

Section II; reviewed manuscript PDF pp. 5–6: https://jmvidal.cse.sc.edu/library/dorigo96a.pdf#page=5

AntNet: Distributed Stigmergetic Control for Communications Networks (opens in a new tab)

Authors
Gianni Di Caro, Marco Dorigo
Organization
AI Access Foundation
Source type
Peer-reviewed paper
Publication date
Publication / identifier
Journal of Artificial Intelligence Research 9, 317–365
DOI
10.1613/jair.530
Accessed
Source availability
Available

SupportsAntNet supplies the routing example; transfer to modern LLM agents is untested.

Publisher abstract, https://jair.org/index.php/jair/article/view/10217

Freshness

Reviewed
Updated
Freshness evaluated

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