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AI-Based Stop Loss Optimization for Rocket Pool Futures


Memo: Let’s keep it practical, not poetic. Instrument: ARB perp on Deribit. Entry focus: 15m.


Lab notes

  • Hypothesis: trend continuation works best when EMA(20) aligns with structure.
  • Trigger: retest on 15m after impulse.
  • Invalidation: close beyond the level + ATR buffer.
  • Risk: position sizing by ATR + max daily loss limit.

# journal template
entry_reason:
entry:
stop:
targets:
fees+funding:
result:
lesson:

ThingWhat to do
Choppy marketLower leverage, fewer trades, wait for clean levels.
Trending marketLet winners run, trail stop, don’t over-take-profit.
High fundingReduce hold time or wait for better entry.

Heads-up: Common mistake: ignoring fees/funding because it ‘seems small’. Fix it by slowing down and sizing smaller.


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


Wrap: If it feels like gambling, size down. Immediately.

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.