Update docs with latest architecture and results
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- Config: `example/config.json` (two-stage residual diffusion; user run on Windows)
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- Result: 0.7096230 / 0.0331810 / 0.1898416
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- Notes: slight KS improvement, lag-1 improves; still distribution/temporal trade-off.
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## 2026-01-27
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- Config: `example/config.json` (quantile transform + calibration, full stats)
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- Result: 0.4046 / 0.0376 / 0.1449
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- Notes: KS and lag-1 improved significantly; JSD regressed vs best discrete run.
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