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7 changes: 5 additions & 2 deletions PARAMETER_GOLF.md
Original file line number Diff line number Diff line change
Expand Up @@ -265,8 +265,11 @@ for two reasons:

### 4.5 Geode-derived layer layout

LFM 2.5's 10:6 CfC:GQA ratio was found empirically. The Geode factorization
(§D-4.1) provides a principled derivation that eliminates the guesswork.
LFM 2.5's 10:6 CfC:GQA ratio was found empirically. Note that 10:6 cannot be
reduced to 5:3: the numbers are absolute layer counts (10 CfC + 6 GQA = 16 layers
total), not a bare ratio. Reducing to 5:3 would describe a different 8-layer
model, halving the depth. The Geode factorization (§D-4.1) provides a principled
derivation that eliminates the guesswork.

The generating function for Q²'s transition sequences:

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