PsychoHAistoryResearch Initiative

Research track R02

Multi-Agent Coordination

How do communication patterns, delegation and supervision affect collective outcomes?

Status: Planned A research hypothesis — not a claim of proven functionality.

Hypothesis

Beyond a team size that depends on the task’s dependency structure, adding agents increases coordination overhead faster than throughput, and an orchestrated topology moves that point later than peer-to-peer messaging.

Proposed methodology

  • Vary team size and topology (orchestrated vs. peer) on tasks with controlled dependency structure.
  • Measure completion time, cost and message volume.
  • Fit and compare coordination-cost models (linear, Brooks-style pairwise).

Required data

  • Message and delegation graphs per run.
  • Task dependency graphs.
  • Per-run cost and completion outcomes.

Evaluation metrics

  • Speed-up vs. team size.
  • Coordination share of total compute.
  • Out-of-sample error of the fitted cost model.

Current status

Planned. No data has been collected and no experiment has been registered for this track.

Known uncertainties

  • Results may not transfer between agent frameworks.
  • Synthetic benchmark tasks may not represent real projects.

Source references

  • Brooks, F. P. (1975). The Mythical Man-Month. Addison-Wesley.
  • Amdahl, G. M. (1967). Validity of the single processor approach to achieving large scale computing capabilities. AFIPS Conference Proceedings 30.

Related concept notes