# Collective Intelligence
**Domain:** Cognition / Social Systems / Biology
**Doc Type:** Concept Node
**Maturity:** Developed
## Definition
**Collective intelligence** is problem-solving, adaptation or decision capacity that arises from interactions among multiple agents and exceeds what relevant members could produce alone.
It is broader than [[wiki/Distributed Intelligence|distributed intelligence]], which emphasizes where capability is located. Collective intelligence emphasizes the higher-order performance produced through communication, memory, specialization and coordination.
## Governing Variable
The governing variable is coordination quality: what information is shared, how contributions are integrated and when the collective commits to action.
## Material and Computational Manifestation
Bee colonies, scientific communities, markets, institutions and machine-agent systems can display bounded forms of collective intelligence without becoming one mind. Shared environments, standards and feedback often do more work than a central commander.
## Failure Modes
Crowds can amplify error, conformity or manipulation. Collective output should not be treated as wise merely because it is distributed. Diversity, independence, feedback quality and correction matter.
## Related Ontology
[[wiki/Distributed Intelligence|Distributed Intelligence]] · [[wiki/Superorganism|Superorganism]] · [[wiki/Institutional Superorganism|Institutional Superorganism]] · [[wiki/Higher-Order Agency|Higher-Order Agency]]