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The useful signal buried in generic risk notices is operational fragility: stale or non-uniform price feeds create amplified tail events when automated liquidity providers and risk engines disagree. In practice, mismatched feeds widened perp funding and spot/futures basis by 5–15% intraday during prior stress episodes, turning what looks like modest volatility into trancheable P&L shocks for levered books. Derivatives dynamics are the transmission mechanism: funding-rate spikes, open interest concentration on a handful of venues, and one-sided delta hedging by market makers steepen skew and raise short-term implied vol by 8–15 vol points in 24–72 hours. A stablecoin redemption or a single-exchange outage can flip flows from passive arbitrage to forced liquidation in under two trading days — monitor funding >20–25 bps/day and OI concentration >40% on one venue as alarm thresholds. Actionable horizon mapping: days–weeks volatility comes from execution and venue-level outages; months see regulatory/legal shocks and ETF/custody flows; years are shaped by custody infrastructure and institutional adoption. Reversals tend to arrive through liquidity normalization (tightening spreads, funding reverting below ~10 bps/day), concentrated buybacks from custodians, or coordinated exchange circuit-breakers — watch exchange spreads, basis, funding, and skew as leading indicators for unwind timing.
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