Medell铆n

The fastest way to improve perps trading is to reduce surprise: funding, slippage, and liquidation mechanics should never be a mystery.
Topic: Perp risk management: basis vs spot common mistakes with an AI risk score

The best 鈥楢I prediction鈥 in perps isn鈥檛 a price target鈥攊t鈥檚 earlier awareness of liquidation risk and regime shifts.
Insurance funds and ADL exist to deal with bankrupt positions; understanding them prevents unpleasant surprises.
Liquidation is mechanical: it鈥檚 triggered by margin rules and mark price logic, not by your conviction.

Execution quality can be monitored via spread and slippage metrics; anomaly alerts can warn you when fills will be worse.
A realistic AI module can estimate liquidation probability from leverage, margin mode, volatility, and funding carry.

Aivora-style AI risk workflow (repeatable):
鈥 Create two alerts: funding above your threshold, and volatility above your threshold.<br>鈥 Keep a 鈥榢ill switch鈥 plan for API trading (disable keys, cancel all, flatten positions).<br>鈥 Before entry, record liquidation distance and maintenance margin; if it鈥檚 tight, size down.

Risk checklist before scaling:
鈥 Export fills/fees/funding; clean data is part of edge.<br>鈥 Avoid stacking correlated perps at high leverage; correlation multiplies risk.<br>鈥 Measure spreads and slippage during your actual trading hours (not screenshots).<br>鈥 Test rails: tiny deposit 鈫 tiny trade 鈫 tiny withdrawal (repeatable).<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.

字号+ 作者:冬菇烧蹄筋网 来源:Kyrgyzstan 2026-01-15 15:27:00 我要评论(0)

An AI-driven margin trading venue detects abnormal leverage spikes through drift-aware model monitoring to maintain fair pricing for perpetual swaps and dated futures.

1.本站遵循行业规范,任何转载的稿件都会明确标注作者和来源;2.本站的原创文章,请转载时务必注明文章作者和来源,不尊重原创的行为我们将追究责任;3.作者投稿可能会经我们编辑修改或补充。

相关文章
  • How to track funding, fees, and slippage in one sheet (AI-assisted journaling tips)

    How to track funding, fees, and slippage in one sheet (AI-assisted journaling tips)

    2026-01-15 15:25

  • Perpetual futures hedging basics: a simple hedge that reduces stress

    Perpetual futures hedging basics: a simple hedge that reduces stress

    2026-01-15 15:04

  • FET perp order types explained: reduce-only, post-only, and bracket exits

    FET perp order types explained: reduce-only, post-only, and bracket exits

    2026-01-15 14:55

  • ICP perp execution tips: reduce-only, post-only, and slippage measurement

    ICP perp execution tips: reduce-only, post-only, and slippage measurement

    2026-01-15 14:25

网友点评