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No adding to existing positions.", "Adverse 0.10% slippage plus 0.05% fee on every fill. Exits at observed prices on 3% stop / 6% target, not guaranteed threshold prices.", "Buy-and-hold reference invests equally across the market universe with the same entry fee and slippage. AI portfolios can retain cash.", "No new decisions or fills after the seven-day cutoff. Final equity marks remaining positions; it is not forced-liquidation cash.", "One short forward experiment, not statistical evidence or investment advice. Model certainty is not probability of profit.", "API budget includes connection checks. Unknown-charge failures retain a conservative reservation. 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