Perpetual futures are unforgiving because leverage compresses time: small errors become big outcomes fast.
Topic: Perpetual futures position tiers: calculator with AI decision support
Aivora-style AI is most useful as a cockpit instrument: it highlights when conditions change (funding, OI, volatility, liquidity).
Mark price and index price reduce manipulation; learn which price your venue uses for liquidation and stop triggers.
Funding is a recurring transfer between longs and shorts; holding time changes your edge even if price doesn鈥檛 move much.
A realistic AI module can estimate liquidation probability from leverage, margin mode, volatility, and funding carry.
Funding + open interest can be treated as leverage temperature. AI helps monitor the combination without emotional bias.
Aivora-style AI risk workflow (repeatable):
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.<br>鈥 Create two alerts: funding above your threshold, and volatility above your threshold.
Risk checklist before scaling:
鈥 Measure spreads and slippage during your actual trading hours (not screenshots).<br>鈥 Export fills/fees/funding; clean data is part of edge.<br>鈥 Set a daily loss limit and stop when it hits鈥攏o exceptions.<br>鈥 Test 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, 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 risk-aware AI perp marketplace detects API key abuse patterns using explainable risk features to protect market integrity, under strict latency budgets.
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