Research

Here is a practical engineering use of ant colony optimization in directional drilling mechanics. The paper maps bending-energy minimization to artificial ant exploration and reports a 55.

This funding call frames AI safety as a population-level problem involving collusion, cascading failures, emergent communication, and collective capabilities. This closes 9-August-2026.

Google DeepMind’s roadmap treats future AI agents as operational actors that may need containment, monitoring, and layered controls, borrowing ideas from cybersecurity and safety engineering.

DARPA’s new DICE (Decentralized Artificial Intelligence through Controlled Emergence) program may be one of the strongest real-world signals yet that biological coordination principles are moving into operational AI architectures.

AgentSociety proposes a framework where autonomous agents cooperate through mechanisms borrowed from social choice theory and liquid democracy. Agents delegate authority, route information, and form consensus-based decision paths using only local knowledge and incentive-compatible behaviour.

If there is a single institution that has consistently explored how intelligence emerges from interactions rather than instruction, it is the Santa Fe Institute.

A June workshop dedicated specifically to distributed collective intelligence, including bio-inspired approaches, decentralized trust systems, artificial life concepts, and collective behavior in smart systems.

The paper proposes an “Internet of Agentic AI” in which autonomous agents discover each other, negotiate responsibilities, exchange context, coordinate workflows, and operate across organizational boundaries.

SQUID-COMM introduces a communications architecture inspired by signalling, coordination, and self-organization mechanisms observed in colossal squid. The framework includes adaptive signalling, decentralized routing, synchronization, and congestion-management concepts.

Researchers studying fire-ant collectives found evidence that large-scale ripples and movement waves emerge from simple local alignment between neighbouring ants. No central coordination is required for the collective patterns to appear.