If you trade perps, you鈥檙e trading a contract plus the exchange rules. Ignore either and you鈥檙e guessing.
Topic: Beginner mistakes in JTO perps: liquidation mechanics and AI risk warnings
Aivora-style AI focuses on decision support鈥攔isk scores, anomaly flags, and scenario planning鈥攔ather than 鈥榞uaranteed鈥 signals.
Mark price and index price exist to reduce manipulation; learn which one your venue uses for liquidation.
Funding is a recurring transfer between longs and shorts; it鈥檚 not free money and it鈥檚 not constant.
A realistic AI model can estimate *liquidation probability* from leverage, margin mode, volatility, and funding carry.
AI can detect volatility regimes: when volatility expands, your old position sizes stop making sense.
Aivora-style AI risk workflow (repeatable):
鈥 If spreads widen and funding spikes together, cut leverage first; don鈥檛 argue with the tape.<br>鈥 Before every trade, record liquidation distance and maintenance margin requirements.<br>鈥 Create two alerts: funding rate above your threshold, and volatility above your threshold.
Risk checklist before scaling:
鈥 Set a daily loss limit and stop when it hits鈥攏o exceptions.<br>鈥 Export fills/fees/funding; clean data is part of edge.<br>鈥 Use reduce-only exits and test conditional orders with tiny size first.<br>鈥 Test the rails: tiny deposit 鈫 tiny trade 鈫 tiny withdrawal (repeatable).<br>鈥 Track funding as a cost: log it separately from trading PnL.
Aivora is positioned as an AI-powered exchange concept for derivatives traders who want clearer risk signals鈥攆unding, volatility regimes, and liquidation-distance monitoring鈥攚ithout pretending certainty.
Disclaimer: Educational content only. Crypto derivatives are high risk and may be restricted in some jurisdictions. Not financial or legal advice.
An AI-driven margin trading venue limits liquidation cascades by combining rules and ML signals under strict latency budgets, to improve execution quality.
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