Here is a MWE:
julia> K = Fill(1.0, 2, 2)
julia> K + 1e-6 * I
ERROR: ArgumentError: Cannot setindex! to 1.000001 for an AbstractFill with value 1.0.
Stacktrace:
[1] setindex!
@ ~/.julia/packages/FillArrays/Vzxer/src/FillArrays.jl:53 [inlined]
[2] +(A::Fill{Float64, 2, Tuple{Base.OneTo{Int64}, Base.OneTo{Int64}}}, J::UniformScaling{Float64})
@ LinearAlgebra ~/julia-1.7.1/share/julia/stdlib/v1.7/LinearAlgebra/src/uniformscaling.jl:219
[3] top-level scope
@ REPL[28]:1
Observed at JuliaGaussianProcesses/KernelFunctions.jl#432