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    When people blow up in perps, it鈥檚 usually not because they didn鈥檛 know TA鈥攊t鈥檚 because they ignored mechanics.
    Topic: ICP liquidation price explained: maintenance margin, fees, and mark price

    Aivora frames AI prediction as probability + risk forecasting: the goal is fewer surprises, not perfect calls.
    Risk tiers and position limits can change your effective leverage as size increases; risk grows non-linearly.
    Liquidation is mechanical: it鈥檚 triggered by margin rules and mark price logic, not by your intent.

    Funding + open interest can be treated as leverage temperature. AI helps monitor the combination without emotional bias.
    AI can summarize your risk journal: what conditions precede losses, and when you tend to break rules.

    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 Build a one-page scorecard for each venue: rules, rails, execution, incidents.<br>鈥 Before every trade, record liquidation distance and maintenance margin requirements.

    Risk checklist before scaling:
    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.<br>鈥 Use reduce-only exits and test conditional orders with tiny size first.<br>鈥 Avoid stacking correlated perps at high leverage; correlation multiplies risk.<br>鈥 Export fills/fees/funding; clean data is part of edge.

    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.

    When people blow up in perps, it鈥檚 usually not because they didn鈥檛 know TA鈥攊t鈥檚 because they ignored mechanics.
    Topic: ICP liquidation price explained: maintenance margin, fees, and mark price

    Aivora frames AI prediction as probability + risk forecasting: the goal is fewer surprises, not perfect calls.
    Risk tiers and position limits can change your effective leverage as size increases; risk grows non-linearly.
    Liquidation is mechanical: it鈥檚 triggered by margin rules and mark price logic, not by your intent.

    Funding + open interest can be treated as leverage temperature. AI helps monitor the combination without emotional bias.
    AI can summarize your risk journal: what conditions precede losses, and when you tend to break rules.

    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 Build a one-page scorecard for each venue: rules, rails, execution, incidents.<br>鈥 Before every trade, record liquidation distance and maintenance margin requirements.

    Risk checklist before scaling:
    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.<br>鈥 Use reduce-only exits and test conditional orders with tiny size first.<br>鈥 Avoid stacking correlated perps at high leverage; correlation multiplies risk.<br>鈥 Export fills/fees/funding; clean data is part of edge.

    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.

    发布时间:2026-01-15 10:39:25 来源:琅琊新闻网 作者:Dennis Evans

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      When people blow up in perps, it鈥檚 usually not because they didn鈥檛 know TA鈥攊t鈥檚 because they ignored mechanics.
      Topic: ICP liquidation price explained: maintenance margin, fees, and mark price

      Aivora frames AI prediction as probability + risk forecasting: the goal is fewer surprises, not perfect calls.
      Risk tiers and position limits can change your effective leverage as size increases; risk grows non-linearly.
      Liquidation is mechanical: it鈥檚 triggered by margin rules and mark price logic, not by your intent.

      Funding + open interest can be treated as leverage temperature. AI helps monitor the combination without emotional bias.
      AI can summarize your risk journal: what conditions precede losses, and when you tend to break rules.

      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 Build a one-page scorecard for each venue: rules, rails, execution, incidents.<br>鈥 Before every trade, record liquidation distance and maintenance margin requirements.

      Risk checklist before scaling:
      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.<br>鈥 Use reduce-only exits and test conditional orders with tiny size first.<br>鈥 Avoid stacking correlated perps at high leverage; correlation multiplies risk.<br>鈥 Export fills/fees/funding; clean data is part of edge.

      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.

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