Trace dominance at high agent densities
Determine whether stigmergy-based environmental trace coordination surpasses memory-augmented coordination in the decentralized multi-agent grid system at agent densities greater than 0.25 agents per cell (ρ ∈ [0.25, 0.40]) on larger grid environments, and ascertain the conditions under which trace dominance emerges.
References
Several open questions warrant future investigation. Does trace dominance emerge at densities ρ > 0.25 as suggested by the convergence trend? Testing ρ ∈ [0.25, 0.40] on larger grids would determine if stigmergy eventually surpasses memory-augmented systems.
— Emergent Collective Memory in Decentralized Multi-Agent AI Systems
(2512.10166 - Khushiyant, 10 Dec 2025) in Conclusion (Section 8), final paragraph