Behind the Scenes — drei Swarms live

ARENA baut auf dem Swarms Framework. Hier die Architektur der drei Schwärme.

1. Trader Swarm · ConcurrentWorkflow

8 Personas, parallele Decisions, eigener Task pro Agent (Portfolio + Markt).

workflow = ConcurrentWorkflow(
    name="ARENA-Trader-Swarm",
    agents=list(agents.values()),
    autosave=False,
    output_type="dict",
)

Status: — · zuletzt —

2. Commentator · MixtureOfAgents

swarm = MixtureOfAgents(
    name="ARENA-Commentator-Swarm",
    agents=[drama_spotter, stats_analyst, voice_coach],
    aggregator_agent=editor_in_chief,
    layers=3,
    aggregator_model_name="claude-sonnet-4-20250514",
)

Status: — · zuletzt —

3. Content · SequentialWorkflow

workflow = SequentialWorkflow(
    name="ARENA-Content-Swarm",
    agents=[editor, story_writer, channel_optimizer],
    max_loops=1,
    output_type="dict",
    team_awareness=True,
    autosave=False,
)

Status: — · zuletzt —