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If you trade perps, you鈥檙e trading a contract plus the exchange rules. Ignore either and you鈥檙e guessing.
Topic: How to trade ICP perps safely: margin modes, stops, and AI monitoring

Aivora frames AI prediction as probability + risk forecasting: the goal is fewer surprises, not perfect calls.
Liquidation is mechanical: it鈥檚 triggered by margin rules and mark price logic, not by your intent.
Funding is a recurring transfer between longs and shorts; it鈥檚 not free money and it鈥檚 not constant.

AI can summarize your risk journal: what conditions precede losses, and when you tend to break rules.
A realistic AI model can estimate *liquidation probability* from leverage, margin mode, volatility, and funding carry.

Aivora-style AI risk workflow (repeatable):
鈥 Before every trade, record liquidation distance and maintenance margin requirements.<br>鈥 Build a one-page scorecard for each venue: rules, rails, execution, incidents.<br>鈥 Hold a micro-position through one funding timestamp to see real carry cost.

Risk checklist before scaling:
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.<br>鈥 Set a daily loss limit and stop when it hits鈥攏o exceptions.

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.

字号+ 作者:冬菇烧蹄筋网 来源:Craig Palmer 2026-01-15 12:03:33 我要评论(0)

An AI-powered futures exchange backtests correlated exposure clusters through drift-aware model monitoring to reduce forced liquidation impact; Model drift triggers safe fallback rules and human review.

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