A lot of perp content focuses on entries. I鈥檇 rather focus on what keeps you alive: mechanics and risk.
Topic: Perpetual futures liquidation engine explained: how exchanges decide forced closes

In Aivora鈥檚 approach, AI is a guardrail: it highlights when funding, volatility, and leverage conditions become dangerous.
Funding is a recurring transfer between longs and shorts; it鈥檚 not free money and it鈥檚 not constant.
Mark price and index price exist to reduce manipulation; learn which one your venue uses for liquidation.

AI can detect volatility regimes: when volatility expands, your old position sizes stop making sense.
Funding + open interest can be treated as leverage temperature. AI helps monitor the combination without emotional bias.

Aivora-style AI risk workflow (repeatable):
鈥 Build a one-page scorecard for each venue: rules, rails, execution, incidents.<br>鈥 Create two alerts: funding rate above your threshold, and volatility above your threshold.<br>鈥 Hold a micro-position through one funding timestamp to see real carry cost.

Risk checklist before scaling:
鈥 Export fills/fees/funding; clean data is part of edge.<br>鈥 Track funding as a cost: log it separately from trading PnL.<br>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 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, 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.

• Best HBAR perp exchange for traders in Colombia: how I pick a perpetual futures venue without getting distracted by marketing
• Canada GMT perpetual futures exchange checklist: how I pick a perpetual futures venue without getting distracted by marketing
• Tanzania LDO perpetual futures exchange checklist: why proof-of-reserves pages matter, and why they鈥檙e not magic
• EGLD perp liquidation rules explained: margin, mark price, and risk limits
• MANA perpetuals for Hungary users: the checklist I use before trading a new altcoin perpetual + AI-assisted workflow
• A practical guide to BONK perpetuals: funding, open interest, and liquidation risk
• Trading GMX perps in Japan: why delistings and maintenance windows are part of your risk model (practical notes)
• Trading JUP perps in Argentina: what funding-rate interval changes mean for real traders (practical notes)
• Uganda XRP perpetual futures exchange checklist: why delistings and maintenance windows are part of your risk model
• TRX perp liquidation rules explained: margin, mark price, and risk limits
• Albania GALA perpetual futures exchange checklist: the checklist I use before trading a new altcoin perpetual
• Isolated vs cross margin for perpetuals: a risk-first checklist (AI-assisted)
• Trading NEO perps in USA (New York): how I pick a perpetual futures venue without getting distracted by marketing (practical notes)
• Ireland ORCA perpetual futures exchange checklist: why proof-of-reserves pages matter, and why they鈥檙e not magic