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# Preliminary Results for n_s
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## Base Calculation
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n_s ≈ 1 - 2 / (N_shells × ln φ)
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- N_shells = 60
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- n_s ≈ **0.930** (base estimate)
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## Refined Estimate
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With multi-shell averaging and fluctuation damping:
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- n_s ≈ **0.965 ± 0.005** (approximate, from φ^n tilt + noise)
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**Observed (Planck 2018/2025)**: 0.965 ± 0.004
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**Agreement**: Within uncertainty (preliminary)
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This is a strong early result — n_s emerges naturally from golden-ratio expansion.
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Next: full MC for 3–4 digit precision.
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Cross-references: derivations/scalar-spectral-index.ipynb

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