diff --git a/ext/LinearSolveForwardDiffExt.jl b/ext/LinearSolveForwardDiffExt.jl
index f2137eccb..6923c1bb2 100644
--- a/ext/LinearSolveForwardDiffExt.jl
+++ b/ext/LinearSolveForwardDiffExt.jl
@@ -7,37 +7,57 @@ using ForwardDiff: Dual, Partials
 using SciMLBase
 using RecursiveArrayTools
 
-const DualLinearProblem = LinearProblem{
+
+# Define type for non-nested dual numbers
+const SingleDual{T, V, P} = Dual{T, V, P} where {T, V <:Float64 , P}
+
+# Define type for nested dual numbers
+const NestedDual{T, V, P} = Dual{T, V, P} where {T, V <: Dual, P}
+
+const SingleDualLinearProblem = LinearProblem{
+    <:Union{Number, <:AbstractArray, Nothing}, iip,
+    <:Union{<:SingleDual, <:AbstractArray{<:SingleDual}},
+    <:Union{<:SingleDual, <:AbstractArray{<:SingleDual}},
+    <:Any
+} where {iip}
+
+const NestedDualLinearProblem = LinearProblem{
     <:Union{Number, <:AbstractArray, Nothing}, iip,
-    <:Union{<:Dual{T, V, P}, <:AbstractArray{<:Dual{T, V, P}}},
-    <:Union{<:Dual{T, V, P}, <:AbstractArray{<:Dual{T, V, P}}},
+    <:Union{<:NestedDual, <:AbstractArray{<:NestedDual}},
+    <:Union{<:NestedDual, <:AbstractArray{<:NestedDual}},
     <:Any
-} where {iip, T, V, P}
+} where {iip}
 
 const DualALinearProblem = LinearProblem{
     <:Union{Number, <:AbstractArray, Nothing},
     iip,
-    <:Union{<:Dual{T, V, P}, <:AbstractArray{<:Dual{T, V, P}}},
+    <:Union{<:SingleDual, <:AbstractArray{<:SingleDual}},
     <:Union{Number, <:AbstractArray},
     <:Any
-} where {iip, T, V, P}
+} where {iip}
 
 const DualBLinearProblem = LinearProblem{
     <:Union{Number, <:AbstractArray, Nothing},
     iip,
     <:Union{Number, <:AbstractArray},
-    <:Union{<:Dual{T, V, P}, <:AbstractArray{<:Dual{T, V, P}}},
+    <:Union{<:SingleDual, <:AbstractArray{<:SingleDual}},
     <:Any
-} where {iip, T, V, P}
+} where {iip}
 
 const DualAbstractLinearProblem = Union{
-    DualLinearProblem, DualALinearProblem, DualBLinearProblem}
+    SingleDualLinearProblem, DualALinearProblem, DualBLinearProblem}
 
 LinearSolve.@concrete mutable struct DualLinearCache
     linear_cache
     dual_type
+
     partials_A
     partials_b
+    partials_u
+
+    dual_A
+    dual_b
+    dual_u
 end
 
 function linearsolve_forwarddiff_solve(cache::DualLinearCache, alg, args...; kwargs...)
@@ -55,16 +75,15 @@ function linearsolve_forwarddiff_solve(cache::DualLinearCache, alg, args...; kwa
 
     rhs_list = xp_linsolve_rhs(uu, ∂_A, ∂_b)
 
-    partial_cache = cache.linear_cache
-    partial_cache.u = dual_u0
-
+    cache.linear_cache.u = dual_u0
+    # We can reuse the linear cache, because the same factorization will work for the partials.
     for i in eachindex(rhs_list)
-        partial_cache.b = rhs_list[i]
-        rhs_list[i] = copy(solve!(partial_cache, alg, args...; kwargs...).u)
+        cache.linear_cache.b = rhs_list[i]
+        rhs_list[i] = copy(solve!(cache.linear_cache, alg, args...; kwargs...).u)
     end
 
-    # Reset to the original `b`, users will expect that `b` doesn't change if they don't tell it to
-    partial_cache.b = primal_b
+    # Reset to the original `b` and `u`, users will expect that `b` doesn't change if they don't tell it to
+    cache.linear_cache.b = primal_b
 
     partial_sols = rhs_list
 
@@ -144,7 +163,6 @@ function SciMLBase.init(
     ∂_A = partial_vals(A)
     ∂_b = partial_vals(b)
 
-    #primal_prob = LinearProblem(new_A, new_b, u0 = new_u0)
     primal_prob = remake(prob; A = new_A, b = new_b, u0 = new_u0)
 
     if get_dual_type(prob.A) !== nothing
@@ -157,7 +175,7 @@ function SciMLBase.init(
         primal_prob, alg, args...; alias = alias, abstol = abstol, reltol = reltol,
         maxiters = maxiters, verbose = verbose, Pl = Pl, Pr = Pr, assumptions = assumptions,
         sensealg = sensealg, u0 = new_u0, kwargs...)
-    return DualLinearCache(non_partial_cache, dual_type, ∂_A, ∂_b)
+    return DualLinearCache(non_partial_cache, dual_type, ∂_A, ∂_b, !isnothing(∂_b) ? zero.(∂_b) : ∂_b, A, b, zero.(b))
 end
 
 function SciMLBase.solve!(cache::DualLinearCache, args...; kwargs...)
@@ -166,34 +184,45 @@ function SciMLBase.solve!(cache::DualLinearCache, args...; kwargs...)
         cache::DualLinearCache, cache.alg, args...; kwargs...)
 
     dual_sol = linearsolve_dual_solution(sol.u, partials, cache.dual_type)
+
+    cache.dual_u = dual_sol
+
     return SciMLBase.build_linear_solution(
         cache.alg, dual_sol, sol.resid, cache; sol.retcode, sol.iters, sol.stats
     )
 end
 
 # If setting A or b for DualLinearCache, put the Dual-stripped versions in the LinearCache
-# Also "forwards" setproperty so that 
 function Base.setproperty!(dc::DualLinearCache, sym::Symbol, val)
     # If the property is A or b, also update it in the LinearCache
     if sym === :A || sym === :b || sym === :u
         setproperty!(dc.linear_cache, sym, nodual_value(val))
+    elseif hasfield(DualLinearCache, sym)
+        setfield!(dc,sym,val)
     elseif hasfield(LinearSolve.LinearCache, sym)
         setproperty!(dc.linear_cache, sym, val)
     end
+    
 
     # Update the partials if setting A or b
     if sym === :A
         setfield!(dc, :partials_A, partial_vals(val))
-    elseif  sym === :b
+    elseif sym === :b
         setfield!(dc, :partials_b, partial_vals(val))
-    else
-        setfield!(dc, sym, val)
+    elseif sym === :u
+        setfield!(dc, :partials_u, partial_vals(val))
     end
 end
 
 # "Forwards" getproperty to LinearCache if necessary
 function Base.getproperty(dc::DualLinearCache, sym::Symbol)
-    if hasfield(LinearSolve.LinearCache, sym)
+    if sym === :A
+        dc.dual_A
+    elseif sym === :b
+        dc.dual_b
+    elseif sym === :u
+        dc.dual_u
+    elseif hasfield(LinearSolve.LinearCache, sym)
         return getproperty(dc.linear_cache, sym)
     else
         return getfield(dc, sym)
@@ -239,3 +268,4 @@ end
 
 
 end
+
diff --git a/test/forwarddiff_overloads.jl b/test/forwarddiff_overloads.jl
index eb66c64dc..d73ec1746 100644
--- a/test/forwarddiff_overloads.jl
+++ b/test/forwarddiff_overloads.jl
@@ -79,4 +79,4 @@ cache.b = new_b
 x_p = solve!(cache)
 backslash_x_p = A \ new_b
 
-@test ≈(x_p, backslash_x_p, rtol = 1e-9)
\ No newline at end of file
+@test ≈(x_p, backslash_x_p, rtol = 1e-9)