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  "limitations": [
    "returnPct includes unrealized P&L; realized and unrealized are reported separately per season (a season winner has previously carried negative realized P&L while leading on unrealized gains).",
    "Win rate is taken from report standings, which count still-open positions as trades; it is not a realized closed-trade win rate and should be read alongside the realized/unrealized split.",
    "Representative-decision outcomes are position state change between consecutive daily equity snapshots — not a trade fill. Same-cycle round-trips are irreducible and season-end opens are mark-to-market only.",
    "Cross-season comparison only: prompts, model versions, cadence, asset universe and market regimes changed between seasons — these are not one controlled experiment.",
    "Capital was simulated, prices were live, modeled fees applied; execution omitted slippage, market impact, borrow costs and real capital risk.",
    "Samples are short (3 shared completed seasons); behavior is described with sample size, never as a permanent trait of DeepSeek or Qwen.",
    "Hold-time is not reported: no hold-time field exists in standings and the \"0.0 hours\" text in report prose is a placeholder, not a measurement. Profit factor is not archived and is omitted."
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