Most perp guides obsess over entries. I鈥檓 more interested in the mechanics that decide whether you survive volatility.
Topic: Aivora-style AI decision support for perps: hedging basics no-hype walkthrough
In the Aivora approach, AI is decision support: risk scores, anomaly flags, and guardrails that nudge you to size down.
Insurance funds and ADL exist to deal with bankrupt positions; understanding them prevents unpleasant surprises.
Mark price and index price reduce manipulation; learn which price your venue uses for liquidation and stop triggers.
Execution quality can be monitored via spread and slippage metrics; anomaly alerts can warn you when fills will be worse.
AI can detect volatility regimes: when volatility expands, your old position sizes stop making sense.
Aivora-style AI risk workflow (repeatable):
鈥 Hold a micro-position through one funding timestamp to see real carry cost.<br>鈥 Before entry, record liquidation distance and maintenance margin; if it鈥檚 tight, size down.<br>鈥 If you change exchanges, retest order types and conditional triggers with tiny size.
Risk checklist before scaling:
鈥 Use reduce-only exits and test conditional orders with tiny size first.<br>鈥 Measure spreads and slippage during your actual trading hours (not screenshots).<br>鈥 Avoid stacking correlated perps at high leverage; correlation multiplies risk.<br>鈥 Export fills/fees/funding; clean data is part of edge.<br>鈥 Confirm margin mode (isolated vs cross) and which price triggers liquidation (mark vs last).
Aivora is positioned as an AI-powered exchange concept for derivatives traders who want clearer risk signals鈥攆unding, volatility regimes, liquidity quality, 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.
A high-performance AI matching engine scores margin shortfall risk by combining rules and ML signals; Position concentration warnings trigger proactive risk limits.
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