diff --git a/src/aggregation.jl b/src/aggregation.jl
index d42f57a..5dfbce6 100644
--- a/src/aggregation.jl
+++ b/src/aggregation.jl
@@ -392,15 +392,25 @@ $(SIGNATURES)
 
 Helper function for transforming tuples. Used internally, to help type inference. Use via
 `transfom_tuple`.
-"""
-_transform_tuple(flag::LogJacFlag, x::AbstractVector, index, ::Tuple{}) =
-    (), logjac_zero(flag, _ensure_float(eltype(x))), index
 
-function _transform_tuple(flag::LogJacFlag, x::AbstractVector, index, ts)
-    tfirst = first(ts)
-    yfirst, ℓfirst, index′ = transform_with(flag, tfirst, x, index)
-    yrest, ℓrest, index′′ = _transform_tuple(flag, x, index′, Base.tail(ts))
-    (yfirst, yrest...), ℓfirst + ℓrest, index′′
+Implemented as a `@generated` straight-line unroll over the static tuple length.
+Equivalent to the natural `Base.tail` recursion, but emits non-recursive code
+so that `Enzyme.autodiff` does not hit `AssertionError("conv == 37")` on
+tuples of length ≥ 33 (EnzymeAD/Enzyme.jl#3104).
+"""
+@generated function _transform_tuple(flag::LogJacFlag, x::AbstractVector, index,
+                                     ts::Tuple{Vararg{AbstractTransform,N}}) where {N}
+    N == 0 && return :(((), logjac_zero(flag, _ensure_float(eltype(x))), index))
+    ys = [Symbol(:y_, i) for i in 1:N]
+    ℓs = [Symbol(:ℓ_, i) for i in 1:N]
+    calls = [:(($(ys[i]), $(ℓs[i]), idx) = transform_with(flag, ts[$i], x, idx))
+             for i in 1:N]
+    ℓ_sum = foldl((a, b) -> :($a + $b), ℓs)
+    return quote
+        idx = index
+        $(calls...)
+        (($(ys...),), $ℓ_sum, idx)
+    end
 end
 
 """