- Any question where you want a structured bull/bear debate rather than a single model's opinion
π Tips & Best Practices
SKIP is a valid result. It means the bull and bear camps are within 15 confidence points β the swarm is genuinely split.
Groupthink warning fires when consensus is very high. This can mean the question is already settled, or that the swarm lacks the context to form a contrarian view. Add news context and re-run.
Minimum 10 words. Very short questions without context return a 400 error β the swarm needs enough signal to reason against.
~30β60 seconds per call. 40 parallel LLM calls run concurrently via DeepSeek.
Domain weighting. Crypto questions weight crypto-domain personas at 1.5Γ. Macro questions weight macro experts. General questions use equal weights.
