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docs: auto-tune design spec
Spec for a new Auto-tune tab that searches Kronos sampling knobs (T, top_p) on a 3x3 grid via the existing walk-forward backtest, persists the best params per (symbol, interval) in forecasts.db, and lets the Forecast tab opt into the cached best as defaults. Brainstormed via superpowers:brainstorming. Implementation plan to follow. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>72a3a20