diff --git a/src/bindings.cpp b/src/bindings.cpp
index 37224813..36b2c7d7 100755
--- a/src/bindings.cpp
+++ b/src/bindings.cpp
@@ -127,7 +127,20 @@ namespace gpudrive
             .def("expert_trajectory_tensor", &Manager::expertTrajectoryTensor)
             .def("set_maps", &Manager::setMaps)
             .def("world_means_tensor", &Manager::worldMeansTensor)
-            .def("metadata_tensor", &Manager::metadataTensor);
+            .def("metadata_tensor", &Manager::metadataTensor)
+            .def("deleteAgents", [](Manager &self, nb::dict py_agents_to_delete) {
+                std::unordered_map<int32_t, std::vector<int32_t>> agents_to_delete;
+
+                // Convert Python dict to C++ unordered_map
+                for (auto item : py_agents_to_delete) {
+                    int32_t key = nb::cast<int32_t>(item.first);
+                    std::vector<int32_t> value = nb::cast<std::vector<int32_t>>(item.second);
+                    agents_to_delete[key] = value;
+                }
+
+                self.deleteAgents(agents_to_delete);
+            })
+            .def("deleted_agents_tensor", &Manager::deletedAgentsTensor);
     }
 
 }
diff --git a/src/level_gen.cpp b/src/level_gen.cpp
index ff6ed492..0e5e7c7f 100755
--- a/src/level_gen.cpp
+++ b/src/level_gen.cpp
@@ -347,6 +347,15 @@ static inline bool shouldAgentBeCreated(Engine &ctx, const MapObject &agentInit)
         return false;
     }
 
+    auto& deletedAgents = ctx.singleton<DeletedAgents>().deletedAgents;
+    for (CountT i = 0; i < consts::kMaxAgentCount; i++)
+    {
+        if(deletedAgents[i] == agentInit.id)
+        {
+            return false;
+        }
+    }
+
     return true;
 }
 
diff --git a/src/mgr.cpp b/src/mgr.cpp
index 96d45c91..f041d6c0 100755
--- a/src/mgr.cpp
+++ b/src/mgr.cpp
@@ -610,6 +610,11 @@ void Manager::setMaps(const std::vector<std::string> &maps)
 
             auto resetMapPtr = (ResetMap *)gpu_exec.getExported((uint32_t)ExportID::ResetMap) + world_idx;
             REQ_CUDA(cudaMemcpy(resetMapPtr, &resetmap, sizeof(ResetMap), cudaMemcpyHostToDevice));
+
+            // reset agents to delete
+            auto agentsToDeleteDevicePtr = (int32_t *)gpu_exec.getExported((uint32_t)ExportID::DeletedAgents);
+            int32_t *agentsToDeletePtr = agentsToDeleteDevicePtr + world_idx * consts::kMaxAgentCount;
+            REQ_CUDA(cudaMemset(agentsToDeletePtr, -1, consts::kMaxAgentCount * sizeof(int32_t)));
         }
 
 #else
@@ -634,15 +639,82 @@ void Manager::setMaps(const std::vector<std::string> &maps)
 
             auto resetMapPtr = (ResetMap *)cpu_exec.getExported((uint32_t)ExportID::ResetMap) + world_idx;
             memcpy(resetMapPtr, &resetmap, sizeof(ResetMap));
+
+            // reset agents to delete
+            auto agentsToDeleteDevicePtr = (int32_t *)cpu_exec.getExported((uint32_t)ExportID::DeletedAgents);
+            int32_t *agentsToDeletePtr = agentsToDeleteDevicePtr + world_idx * consts::kMaxAgentCount;
+            memset(agentsToDeletePtr, -1, consts::kMaxAgentCount * sizeof(int32_t));
         }
     }
 
     // Vector of range on integers from 0 to the number of worlds
-    std::vector<int32_t> worldIndices(maps.size());
+    std::vector<int32_t> worldIndices(impl_->cfg.scenes.size());
+    std::iota(worldIndices.begin(), worldIndices.end(), 0);
+    reset(worldIndices);
+}
+
+Tensor Manager::deletedAgentsTensor() const
+{
+    return impl_->exportTensor(ExportID::DeletedAgents, TensorElementType::Int32,
+                               {
+                                   impl_->numWorlds,
+                                   consts::kMaxAgentCount,
+                               });
+}
+
+void Manager::deleteAgents(const std::unordered_map<int32_t, std::vector<int32_t>> &agentsToDelete)
+{
+
+    ResetMap resetmap{
+        1,
+    };
+
+    if (impl_->cfg.execMode == madrona::ExecMode::CUDA)
+    {
+#ifdef MADRONA_CUDA_SUPPORT
+        auto &gpu_exec = static_cast<CUDAImpl *>(impl_.get())->gpuExec;
+        auto agentsToDeleteDevicePtr = (int32_t *)gpu_exec.getExported((uint32_t)ExportID::DeletedAgents);
+        for (const auto &[worldIdx, agents] : agentsToDelete)
+        {
+            assert(worldIdx < impl_->cfg.scenes.size());
+            assert(agents.size() <= consts::kMaxAgentCount);
+            int32_t *agentsToDeletePtr = agentsToDeleteDevicePtr + worldIdx * consts::kMaxAgentCount;
+            for (size_t i = 0; i < agents.size(); i++)
+            {
+                REQ_CUDA(cudaMemcpy(agentsToDeletePtr + i, &agents[i], sizeof(int32_t), cudaMemcpyHostToDevice));
+            }
+            auto resetMapPtr = (ResetMap *)gpu_exec.getExported((uint32_t)ExportID::ResetMap) + worldIdx;
+            REQ_CUDA(cudaMemcpy(resetMapPtr, &resetmap, sizeof(ResetMap), cudaMemcpyHostToDevice));
+        }
+#else
+        // Handle the case where CUDA support is not available
+        FATAL("Madrona was not compiled with CUDA support");
+#endif
+    }
+    else
+    {
+        auto &cpu_exec = static_cast<CPUImpl *>(impl_.get())->cpuExec;
+        auto agentsToDeleteDevicePtr = (int32_t *)cpu_exec.getExported((uint32_t)ExportID::DeletedAgents);
+        for (const auto &[worldIdx, agents] : agentsToDelete)
+        {
+            assert(worldIdx < impl_->cfg.scenes.size());
+            assert(agents.size() <= consts::kMaxAgentCount);
+            int32_t *agentsToDeletePtr = agentsToDeleteDevicePtr + worldIdx * consts::kMaxAgentCount;
+            for (size_t i = 0; i < agents.size(); i++)
+            {
+                memcpy(agentsToDeletePtr + i, &agents[i], sizeof(int32_t));
+            }
+            auto resetMapPtr = (ResetMap *)cpu_exec.getExported((uint32_t)ExportID::ResetMap) + worldIdx;
+            memcpy(resetMapPtr, &resetmap, sizeof(ResetMap));
+        }
+    }
+
+    std::vector<int32_t> worldIndices(impl_->cfg.scenes.size());
     std::iota(worldIndices.begin(), worldIndices.end(), 0);
     reset(worldIndices);
 }
 
+
 Tensor Manager::actionTensor() const
 {
     return impl_->exportTensor(ExportID::Action, TensorElementType::Float32,
diff --git a/src/mgr.hpp b/src/mgr.hpp
index d12b3a23..b9a80d71 100755
--- a/src/mgr.hpp
+++ b/src/mgr.hpp
@@ -69,6 +69,7 @@ class Manager {
     MGR_EXPORT madrona::py::Tensor expertTrajectoryTensor() const;
     MGR_EXPORT madrona::py::Tensor worldMeansTensor() const;
     MGR_EXPORT madrona::py::Tensor metadataTensor() const;
+    MGR_EXPORT madrona::py::Tensor deletedAgentsTensor() const;
     madrona::py::Tensor rgbTensor() const;
     madrona::py::Tensor depthTensor() const;
     // These functions are used by the viewer to control the simulation
@@ -78,6 +79,9 @@ class Manager {
                               float acceleration, float steering,
                               float headAngle);
     MGR_EXPORT void setMaps(const std::vector<std::string> &maps);
+
+    MGR_EXPORT void deleteAgents(const std::unordered_map<int32_t, std::vector<int32_t>> &agentsToDelete);
+  
     // TODO: remove parameters
     MGR_EXPORT std::vector<Shape>
     getShapeTensorFromDeviceMemory();
diff --git a/src/sim.cpp b/src/sim.cpp
index a4aa80bd..9e0d4a64 100755
--- a/src/sim.cpp
+++ b/src/sim.cpp
@@ -62,6 +62,7 @@ void Sim::registerTypes(ECSRegistry &registry, const Config &cfg)
     registry.registerSingleton<Map>();
     registry.registerSingleton<ResetMap>();
     registry.registerSingleton<WorldMeans>();
+    registry.registerSingleton<DeletedAgents>();
 
     registry.registerArchetype<Agent>();
     registry.registerArchetype<PhysicsEntity>();
@@ -74,6 +75,7 @@ void Sim::registerTypes(ECSRegistry &registry, const Config &cfg)
     registry.exportSingleton<Map>((uint32_t)ExportID::Map);
     registry.exportSingleton<ResetMap>((uint32_t)ExportID::ResetMap);
     registry.exportSingleton<WorldMeans>((uint32_t)ExportID::WorldMeans);
+    registry.exportSingleton<DeletedAgents>((uint32_t)ExportID::DeletedAgents);
     
     registry.exportColumn<AgentInterface, Action>(
         (uint32_t)ExportID::Action);
@@ -878,6 +880,11 @@ Sim::Sim(Engine &ctx,
 
     auto& map = ctx.singleton<Map>();
     map = *(init.map);
+
+    auto& deletedAgents = ctx.singleton<DeletedAgents>();
+    for (auto i = 0; i < consts::kMaxAgentCount; i++) {
+        deletedAgents.deletedAgents[i] = -1;
+    }
     // Creates agents, walls, etc.
     createPersistentEntities(ctx);
 
diff --git a/src/sim.hpp b/src/sim.hpp
index 33c41170..4427af8f 100755
--- a/src/sim.hpp
+++ b/src/sim.hpp
@@ -37,6 +37,7 @@ enum class ExportID : uint32_t {
     ResetMap,
     WorldMeans,
     MetaData,
+    DeletedAgents,
     NumExports
 };
 
diff --git a/src/types.hpp b/src/types.hpp
index 12cf84c6..7e5ffd78 100755
--- a/src/types.hpp
+++ b/src/types.hpp
@@ -94,6 +94,10 @@ namespace gpudrive
         int32_t reset;
     };   
 
+    struct DeletedAgents {
+        int32_t deletedAgents[consts::kMaxAgentCount];
+    };
+
     struct WorldMeans {
         madrona::math::Vector3 mean; // TODO: Z is 0 for now, but can be used for 3D in future
     };