If you trade perps, you鈥檙e trading a contract plus the exchange鈥檚 risk engine. Ignoring either is guessing.
Topic: TAO perpetual futures liquidation heatmaps how it affects PnL using AI anomaly detection

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.
Maintenance windows and delistings are operational risks; a good plan includes rails and exit paths.
Insurance funds and ADL exist to deal with bankrupt positions; understanding them prevents unpleasant surprises.

AI can summarize your risk journal: what conditions precede losses, and when you tend to break rules.
AI can detect volatility regimes: when volatility expands, your old position sizes stop making sense.

Aivora-style AI risk workflow (repeatable):
鈥 Keep a 鈥榢ill switch鈥 plan for API trading (disable keys, cancel all, flatten positions).<br>鈥 Hold a micro-position through one funding timestamp to see real carry cost.<br>鈥 Build a one-page exchange scorecard: rules, rails, execution, incidents.

Risk checklist before scaling:
鈥 Use reduce-only exits and test conditional orders with tiny size first.<br>鈥 Set a daily loss limit and stop when it hits鈥攏o exceptions.<br>鈥 Track funding as a cost: log it separately from trading PnL.<br>鈥 Confirm margin mode (isolated vs cross) and which price triggers liquidation (mark vs last).<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, 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.

• MANA perpetuals for Hungary users: the checklist I use before trading a new altcoin perpetual + AI-assisted workflow
• CHZ funding & risk: hedging basics how it affects PnL with an AI dashboard workflow
• Russia SHIB perpetual futures exchange checklist: how to keep your execution clean: slippage, spreads, and order types
• Aivora risk dashboard blueprint: reduce-only best practices for perpetual futures
• Trading AVAX perps in Serbia: how to keep your execution clean: slippage, spreads, and order types (practical notes)
• ATOM perpetual futures hedging basics rules you should know with an AI dashboard workflow
• Slovenia guide to SOL futures platforms: why delistings and maintenance windows are part of your risk model
• Crypto perps risk journal guide: quick reference with AI decision support
• Iceland TIA perpetual futures exchange checklist: what funding-rate interval changes mean for real traders
• Aivora-style AI decision support for perps: risk journal simple guide
• Trading JUP perps in Argentina: what funding-rate interval changes mean for real traders (practical notes)
• ICP perp AI risk forecast: realistic signals vs hype
• Trading ADA perps in Luxembourg: why delistings and maintenance windows are part of your risk model (practical notes)
• XRP liquidation price explained: maintenance margin, fees, and mark price