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Add walk-forward signal calibration

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Theodore Song
2026-08-17 21:49:19 -04:00
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@@ -26,6 +26,11 @@ small samples toward neutral, caps sizing changes to 0.72x-1.28x, and reserves
15% of candidates for deterministic exploration so a stale regime cannot become
permanent.
A separate walk-forward ledger records each trade-ready signal before its future
price is known, grades it at least 12 hours later, and combines that broad market
calibration with each agent's personal outcomes. This expands the learning sample
without backfilling future information into old decisions.
Paper accounts created with a password are also saved through the backend, so a
user can log in from another device and see the same paper portfolio, activity,
and value history. Passwordless paper accounts remain local-only.