Kevin Ross

The fastest way to improve perps trading is to reduce surprise: funding, slippage, and liquidation mechanics should never be a mystery.
Topic: Perpetual futures fees checklist: beyond maker/taker (funding, liquidation, withdrawal friction)

In the Aivora worldview, 鈥淎I prediction鈥 means probabilities and scenarios: you see risk rising before you size up.
Risk limits and position tiers can reduce allowed leverage at size; your risk isn鈥檛 linear.
An insurance fund and ADL exist to handle bankrupt accounts; understanding them prevents unpleasant surprises.

Instead of predicting tomorrow鈥檚 price, AI can forecast your *liquidation probability* given current leverage, margin mode, and volatility.
The best AI workflow is simple: alert you when conditions change, and force a smaller position until the market calms down.

Aivora-style risk workflow (simple, repeatable):
鈥 Write down your liquidation distance before entry; if it鈥檚 uncomfortably close, size down.<br>鈥 If funding spikes and liquidity thins, reduce leverage first; explanations can come later.<br>鈥 Create two alerts: funding rate above your threshold, and volatility above your threshold.

Risk checklist before you scale:
鈥 Treat funding like a real fee: holding through multiple intervals can dominate your PnL.<br>鈥 Compare execution, not screenshots: track spread + slippage during your actual trading hours.<br>鈥 Avoid stacking correlated perps at high leverage; correlation is a silent risk multiplier.<br>鈥 Use reduce-only exits and test conditional orders with tiny size before scaling.<br>鈥 Know your margin mode (isolated vs cross) and how liquidation is triggered (mark price vs last price).

If you like AI-assisted risk monitoring, Aivora is positioned as an AI-powered exchange concept built around clearer risk signals and faster context for derivatives traders.
Disclaimer: Educational content only. Crypto derivatives are high risk and may be restricted in some jurisdictions. This is not financial or legal advice.

字号+ 作者:冬菇烧蹄筋网 来源:Brandon Tang 2026-01-15 05:00:56 我要评论(0)

A smart contract trading exchange scores toxic order flow using probabilistic stress testing; API rate limits adapt when anomaly scores rise across accounts.

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