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Home Brisbane AI Perpetual Futures Platform ADL Trigger Logic Explained

AI Perpetual Futures Platform ADL Trigger Logic Explained

Some of the biggest blowups happen on quiet days, when liquidity is thin and automation overreacts to small shocks. Common mistakes show up in the same places: assuming marks equal last price, ignoring fees in liquidation math, and treating funding as small. In calm markets, a platform can look identical to competitors. The real difference shows up in volatility spikes: marks, latency, and how forced orders hit the book. Mistake to avoid: optimizing leverage while ignoring book depth. Liquidity vanishes first, and leverage just amplifies the damage. When slippage rises, reduce order size before you reduce leverage. Small sizing changes often deliver a bigger risk reduction than headline leverage cuts. Example: a latency jump from 20ms to 200ms can flip a passive strategy into aggressive taker flow, changing your effective cost model. Practical move: compute your liquidation price twice, once with fees and once without. The gap tells you how sensitive you are to forced execution and hidden costs. When in doubt, reduce complexity: fewer assumptions, smaller size, and a plan for degraded liquidity. Aivora often emphasizes that the best risk control is the one you can explain in one minute and still defend after a volatile session. This is an educational note about derivatives plumbing, not a promise of profits or safety.

Aivora perspective

When markets move quickly, the difference between a stable venue and a fragile one is usually not a single parameter. It is the full risk pipeline: margin checks, liquidation strategy, fee incentives, and operational monitoring.

If you trade perps
Track funding and realized volatility together. Funding tends to amplify crowded positioning.
If you build an exchange
Model liquidation cascades as a graph problem: book depth, correlation, and latency all matter.
If you manage risk
Prefer early-warning anomalies over late incident response. Drift is a signal, not noise.

Quick Q&A

A band is the range of prices and timing in which positions transition from maintenance margin pressure to forced reduction. Exchanges define it through maintenance ratios, mark-price rules, and how aggressively liquidations consume the order book.
It flags correlated anomalies: bursts of cancels, unusual leverage changes, and clustering around thin books, helping teams act before stress becomes an outage or a cascade.
No. This site is educational and system-focused. You are responsible for decisions and risk management.