diff --git a/Project.toml b/Project.toml
index ab1d4515..dc42777f 100644
--- a/Project.toml
+++ b/Project.toml
@@ -6,6 +6,7 @@ version = "0.4.0"
 [deps]
 ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 DelimitedFiles = "8bb1440f-4735-579b-a4ab-409b98df4dab"
+Distributed = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 FiniteDifferences = "26cc04aa-876d-5657-8c51-4c34ba976000"
 ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
diff --git a/src/DiffFusion.jl b/src/DiffFusion.jl
index 25d89315..9631559b 100644
--- a/src/DiffFusion.jl
+++ b/src/DiffFusion.jl
@@ -2,6 +2,7 @@ module DiffFusion
 
 using ChainRulesCore
 using DelimitedFiles
+using Distributed
 using Distributions
 using FiniteDifferences
 using ForwardDiff
diff --git a/src/serialisation/Serialisations.jl b/src/serialisation/Serialisations.jl
index 38a81a26..4fb76555 100644
--- a/src/serialisation/Serialisations.jl
+++ b/src/serialisation/Serialisations.jl
@@ -60,6 +60,16 @@ function serialise(o::Any)
     return serialise_struct(o)
 end
 
+"""
+    serialise(o::Future)
+
+Serialise a Future object from a `remotecall(...)`.
+
+This operation is blocking. We require that the result is calculated such that
+it actually can be serialised.
+"""
+serialise(o::Future) = serialise(fetch(o))
+
 """
     serialise(o::Nothing)
 
@@ -108,7 +118,11 @@ end
 
 De-serialise strings.
 
-We incorporate some logic to handle external references."
+We incorporate some logic to handle external references.
+
+We allow that the repository disctionary `d` contains remote call
+`Futures`. However, we want to ensure that the method returns actual
+objects. Thus, we `fetch` any `Future` within this method.
 """
 function deserialise(o::String, d::Union{AbstractDict, Nothing} = nothing)
     if o == "nothing"
@@ -120,9 +134,14 @@ function deserialise(o::String, d::Union{AbstractDict, Nothing} = nothing)
         (first(o, n_first) == _serialise_key_references[1]) &&
         (last(o, n_last) == _serialise_key_references[2])
         # we found a key
+        dict_key = o[begin+n_first:end-n_last]
         @assert !isnothing(d)
-        @assert haskey(d, o[begin+n_first:end-n_last])
-        return d[o[begin+n_first:end-n_last]]
+        @assert haskey(d, dict_key)
+        obj = d[dict_key]
+        if isa(obj, Future)
+            return fetch(obj)
+        end
+        return obj
     end
     return o
 end
diff --git a/test/unittests/serialisation/basic_types.jl b/test/unittests/serialisation/basic_types.jl
index a59d53fa..51caa6f4 100644
--- a/test/unittests/serialisation/basic_types.jl
+++ b/test/unittests/serialisation/basic_types.jl
@@ -1,4 +1,5 @@
 using DiffFusion
+using Distributed
 using OrderedCollections
 using Test
 
@@ -19,6 +20,13 @@ using Test
         )
     end
 
+    @testset "Simple Remote call serialisation." begin
+        f = remotecall(()-> "Std", workers()[1])
+        @test DiffFusion.serialise(f) == "Std"
+        f = remotecall(()-> 42.1, workers()[1])
+        @test DiffFusion.serialise(f) == 42.1
+    end
+
     @testset "Basic object types de-serialisation" begin
         @test isnothing(DiffFusion.deserialise("nothing"))
         @test DiffFusion.deserialise("Std") == "Std"
diff --git a/test/unittests/serialisation/objects.jl b/test/unittests/serialisation/objects.jl
index cb44d487..a397615b 100644
--- a/test/unittests/serialisation/objects.jl
+++ b/test/unittests/serialisation/objects.jl
@@ -1,5 +1,6 @@
 
 using DiffFusion
+using Distributed
 using OrderedCollections
 using Test
 
@@ -109,4 +110,44 @@ using Test
         )
         @test obj.X == obj_ref.X
     end
+
+
+    @testset "Test object with remote calls" begin
+        model = hybrid_model_full
+        ch = ch_full
+        future_model = remotecall(()-> model, workers()[1])
+        future_ch = remotecall(()-> ch, workers()[1])
+        repository = Dict{String, Any}(
+            DiffFusion.alias(model) => future_model,
+            DiffFusion.alias(ch) => future_ch,
+            "true" => true,
+            "false" => false,
+            "SobolBrownianIncrements" => DiffFusion.sobol_brownian_increments
+        )
+        # println(keys(repository))
+        #
+        d = OrderedDict{String, Any}(
+            "typename" => "DiffFusion.Simulation",
+            "constructor" => "simple_simulation",
+            "model" => "{Std}",
+            "ch" => "{Full}",
+            "times" => [ 0.0, 2.0, 4.0, 6.0, 8.0, 10.0 ],
+            "n_paths" => 2^10,
+            "kwargs" => OrderedDict{String, Any}(
+                "with_progress_bar" => "{false}",
+                "brownian_increments" => "{SobolBrownianIncrements}",
+            ),
+        )
+        obj = DiffFusion.deserialise(d, repository)
+        obj_ref = DiffFusion.simple_simulation(
+            model,
+            ch,
+            [ 0.0, 2.0, 4.0, 6.0, 8.0, 10.0 ],
+            2^10;
+            with_progress_bar = false,
+            brownian_increments = DiffFusion.sobol_brownian_increments,
+        )
+        @test obj.X == obj_ref.X
+    end
+
 end
\ No newline at end of file