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Home api rate limit vs risk score on ai futures exchange AI-Enhanced Grid Trading for Numeraire on Deribit

AI-Enhanced Grid Trading for Numeraire on Deribit

Me: If the chart’s messing with your head, read this once.
You: “So how do I trade Numeraire on Deribit without blowing up?”


Me: Use 5m to enter, confirm with liquidation clusters.
You: “Stops?”
Me: position sizing by ATR where your idea is invalid, not where it feels safe. fr.


One-sentence rule

If structure is unclear, I do nothing. If it’s clear, I risk small and follow the plan.



Educational only, not financial advice. Funding, fees, and slippage can flip a “good” idea fast.


Wrap: Protect the account first; profits come second.

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.