AI Judge Chain
Arguments are fused into a compact prompt sequence with strict JSON scoring and fast fallback behavior.
Debate Studio
Train arguments in anAI-Based Debate Arena.
Build arguments, get structured judging with Groq + LangChain, and inspect result cards that feel tactile instead of template-like.
Mutual Finalization
Two participants can approve finalization in real-time, then receive synchronized winner and score cards.
Secure Profiles
JWT auth, protected routes, and persistent user records with streaks, win-rate, and recent rounds.
Head-to-Head
Private codes and direct matchup flow.
League Ready
Ranking-compatible score output.
Readable Metrics
Per-user coherence, logic, evidence.
Low Latency
Timeout-guarded model path with local failover.
Built for deliberate practice
The interface is intentionally tactile: raised cards, inset data wells, and bento flow for scan speed on desktop and mobile.