diff --git a/packages/client/hmi-client/src/components/stratification/tera-mira-notebook.vue b/packages/client/hmi-client/src/components/stratification/tera-mira-notebook.vue
new file mode 100644
index 0000000000..309efaf774
--- /dev/null
+++ b/packages/client/hmi-client/src/components/stratification/tera-mira-notebook.vue
@@ -0,0 +1,50 @@
+<template>
+	<h4>Code Editor</h4>
+	<Textarea class="codeBox" v-model="codeAsText" />
+	<Button label="Run" @click="hitMira" />
+</template>
+
+<script setup lang="ts">
+import { ref, onUnmounted } from 'vue';
+import Textarea from 'primevue/textarea';
+import Button from 'primevue/button';
+import { SessionContext } from '@jupyterlab/apputils/lib/sessioncontext';
+import { newSession, JupyterMessage } from '@/services/jupyter';
+import { createMessage } from '@jupyterlab/services/lib/kernel/messages';
+
+const INITIAL_CODE =
+	"from mira.metamodel import ControlledConversion, NaturalConversion, Concept, Template \n infected = Concept(name='infected population', identifiers={'ido': '0000511'}) \n susceptible = Concept(name='susceptible population', identifiers={'ido': '0000514'}) \n immune = Concept(name='immune population', identifiers={'ido': '0000592'}) \n \n t1 = ControlledConversion(controller=infected, subject=susceptible, outcome=infected,) \n t2 = NaturalConversion(subject=infected, outcome=immune) \n t1.dict() \n ";
+
+const codeAsText = ref(INITIAL_CODE);
+const jupyterSession: SessionContext = await newSession('beaker', 'Beaker');
+
+async function hitMira() {
+	if (!jupyterSession) return;
+
+	console.log('Trying to hit mira');
+	console.log(codeAsText);
+	const messageBody = {
+		session: jupyterSession.session?.name || '',
+		channel: 'shell',
+		content: codeAsText as any,
+		msgType: 'context_setup_request',
+		msgId: 'tgpt-context_setup_request'
+	};
+	const message: JupyterMessage = createMessage(messageBody);
+	console.log(jupyterSession.session);
+	jupyterSession.session?.kernel?.sendJupyterMessage(message);
+	console.log(jupyterSession.session);
+}
+
+onUnmounted(() => {
+	if (!jupyterSession) return;
+	jupyterSession.shutdown();
+});
+</script>
+
+<style>
+.codeBox {
+	width: 100%;
+	height: 50%;
+}
+</style>
diff --git a/packages/client/hmi-client/src/components/stratification/tera-stratification-group-form.vue b/packages/client/hmi-client/src/components/stratification/tera-stratification-group-form.vue
new file mode 100644
index 0000000000..63ed22f1d2
--- /dev/null
+++ b/packages/client/hmi-client/src/components/stratification/tera-stratification-group-form.vue
@@ -0,0 +1,121 @@
+<template>
+	<div class="strata-group" :style="`border-left: 9px solid ${props.config.borderColour}`">
+		<div class="sub-header">
+			<label for="strata-name">Cartesian product</label>
+			<InputSwitch v-model="cartesianProduct" />
+			<i class="trash-button pi pi-trash" @click="emit('delete-self', { index: props.index })" />
+		</div>
+		<div class="first-row">
+			<div class="age-group">
+				<label for="strata-name">Name of strata</label>
+				<InputText
+					id="strata-name"
+					v-model="strataName"
+					placeholder="Age group"
+					@focusout="emit('update-self', { index: props.index, updatedConfig: updatedConfig })"
+				/>
+			</div>
+			<div class="select-variables">
+				<label for="variables-select">Select variables and parameters to stratify</label>
+				<MultiSelect
+					id="variables-select"
+					v-model="selectedVariables"
+					:options="props.modelNodeOptions"
+					placeholder="Model states"
+					display="chip"
+					@update:model-value="
+						emit('update-self', { index: props.index, updatedConfig: updatedConfig })
+					"
+				></MultiSelect>
+			</div>
+		</div>
+		<div class="flex flex-column">
+			<label for="group-labels"
+				>Enter a comma separated list of labels for each group.
+				<span class="subdued-text">(Max 100)</span></label
+			>
+			<InputText
+				id="group-labels"
+				v-model="labels"
+				placeholder="Young, Old"
+				@focusout="emit('update-self', { index: props.index, updatedConfig: updatedConfig })"
+			/>
+		</div>
+	</div>
+</template>
+
+<script setup lang="ts">
+import { ref, computed } from 'vue';
+import InputText from 'primevue/inputtext';
+import MultiSelect from 'primevue/multiselect';
+import InputSwitch from 'primevue/inputswitch';
+import { StratifyGroup } from '@/workflow/ops/stratify-mira/stratify-mira-operation';
+
+const props = defineProps<{
+	modelNodeOptions: string[];
+	config: StratifyGroup;
+	index: number;
+}>();
+
+const emit = defineEmits(['delete-self', 'update-self']);
+
+const strataName = ref(props.config.name);
+const selectedVariables = ref<string[]>(props.config.selectedVariables);
+const labels = ref(props.config.groupLabels);
+const cartesianProduct = ref<boolean>(props.config.cartesianProduct);
+
+const updatedConfig = computed<StratifyGroup>(() => ({
+	borderColour: props.config.borderColour,
+	name: strataName.value,
+	selectedVariables: selectedVariables.value,
+	groupLabels: labels.value,
+	cartesianProduct: cartesianProduct.value
+}));
+</script>
+
+<style>
+.strata-group {
+	margin: 1rem;
+	display: flex;
+	padding: 1rem 1rem 1rem 1.5rem;
+	flex-direction: column;
+	justify-content: center;
+	align-items: flex-start;
+	border-radius: 0.375rem;
+	background: #fff;
+	/* Shadow/medium */
+	box-shadow: 0px 2px 4px -1px rgba(0, 0, 0, 0.06), 0px 4px 6px -1px rgba(0, 0, 0, 0.08);
+}
+
+.sub-header {
+	display: flex;
+	padding-bottom: 0px;
+	justify-content: flex-end;
+	align-items: center;
+	gap: 1rem;
+	align-self: stretch;
+}
+
+.first-row {
+	display: flex;
+}
+.age-group {
+	display: flex;
+	flex-direction: column;
+	padding-right: 2rem;
+	padding-bottom: 1rem;
+}
+
+.select-variables {
+	display: flex;
+	flex-direction: column;
+}
+
+.subdued-text {
+	color: var(--text-color-subdued);
+}
+
+.trash-button {
+	cursor: pointer;
+}
+</style>
diff --git a/packages/client/hmi-client/src/page/WorkflowNode.vue b/packages/client/hmi-client/src/page/WorkflowNode.vue
index 91e543608a..33cd06765e 100644
--- a/packages/client/hmi-client/src/page/WorkflowNode.vue
+++ b/packages/client/hmi-client/src/page/WorkflowNode.vue
@@ -1,7 +1,8 @@
 <template>
 	<template v-if="node">
 		<tera-model-workflow-wrapper v-if="isNodeType(OperationType.MODEL)" :node="node" />
-		<tera-stratify-julia v-else-if="isNodeType(OperationType.STRATIFY)" :node="node" />
+		<tera-stratify-julia v-else-if="isNodeType(OperationType.STRATIFY_JULIA)" :node="node" />
+		<tera-stratify-mira v-else-if="isNodeType(OperationType.STRATIFY_MIRA)" :node="node" />
 		<tera-dataset-transformer
 			v-else-if="isNodeType(OperationType.DATASET_TRANSFORMER)"
 			:node="node"
@@ -38,6 +39,7 @@ import TeraCalibrateEnsembleCiemss from '@/workflow/ops/calibrate-ensemble-ciems
 import TeraSimulateCiemss from '@/workflow/ops/simulate-ciemss/tera-simulate-ciemss.vue';
 import TeraSimulateEnsembleCiemss from '@/workflow/ops/simulate-ensemble-ciemss/tera-simulate-ensemble-ciemss.vue';
 import TeraStratifyJulia from '@/workflow/ops/stratify-julia/tera-stratify.vue';
+import teraStratifyMira from '@/workflow/ops/stratify-mira/tera-stratify-mira.vue';
 
 const props = defineProps<{ nodeId: string; workflowId: string }>();
 
diff --git a/packages/client/hmi-client/src/page/project/tera-project.vue b/packages/client/hmi-client/src/page/project/tera-project.vue
index a57897d2ce..048c5c9a90 100644
--- a/packages/client/hmi-client/src/page/project/tera-project.vue
+++ b/packages/client/hmi-client/src/page/project/tera-project.vue
@@ -68,8 +68,14 @@
 					"
 					:node="workflowNode"
 				/>
+				<tera-stratify-mira
+					v-if="workflowNode && workflowNode.operationType === WorkflowOperationTypes.STRATIFY_MIRA"
+					:node="workflowNode"
+				/>
 				<tera-stratify
-					v-if="workflowNode && workflowNode.operationType === WorkflowOperationTypes.STRATIFY"
+					v-if="
+						workflowNode && workflowNode.operationType === WorkflowOperationTypes.STRATIFY_JULIA
+					"
 					:node="workflowNode"
 					:key="workflowNode.id"
 					@open-asset="openAsset"
@@ -123,6 +129,7 @@ import TeraDatasetWorkflowWrapper from '@//workflow/ops/dataset/tera-dataset-wor
 import TeraCalibrateJulia from '@/workflow/ops/calibrate-julia/tera-calibrate-julia.vue';
 import TeraCalibrateCiemss from '@/workflow/ops/calibrate-ciemss/tera-calibrate-ciemss.vue';
 import TeraSimulateJulia from '@/workflow/ops/simulate-julia/tera-simulate-julia.vue';
+import TeraStratifyMira from '@/workflow/ops/stratify-mira/tera-stratify-mira.vue';
 import TeraStratify from '@/workflow/ops/stratify-julia/tera-stratify.vue';
 import TeraSimulateCiemss from '@/workflow/ops/simulate-ciemss/tera-simulate-ciemss.vue';
 import teraSimulateEnsembleCiemss from '@/workflow/ops/simulate-ensemble-ciemss/tera-simulate-ensemble-ciemss.vue';
diff --git a/packages/client/hmi-client/src/types/workflow.ts b/packages/client/hmi-client/src/types/workflow.ts
index 4958c727bd..4af3e34b9a 100644
--- a/packages/client/hmi-client/src/types/workflow.ts
+++ b/packages/client/hmi-client/src/types/workflow.ts
@@ -7,7 +7,8 @@ export enum WorkflowOperationTypes {
 	MODEL = 'ModelOperation',
 	SIMULATE_JULIA = 'SimulateJuliaOperation',
 	SIMULATE_CIEMSS = 'SimulateCiemssOperation',
-	STRATIFY = 'Stratify',
+	STRATIFY_JULIA = 'StratifyJulia',
+	STRATIFY_MIRA = 'StratifyMira',
 	SIMULATE_ENSEMBLE_CIEMSS = 'SimulateEnsembleCiemms',
 	CALIBRATE_ENSEMBLE_CIEMSS = 'CalibrateEnsembleCiemms',
 	DATASET_TRANSFORMER = 'DatasetTransformer',
diff --git a/packages/client/hmi-client/src/workflow/ops/stratify-julia/stratify-operation.ts b/packages/client/hmi-client/src/workflow/ops/stratify-julia/stratify-operation.ts
index b5f037a41a..51474b23bf 100644
--- a/packages/client/hmi-client/src/workflow/ops/stratify-julia/stratify-operation.ts
+++ b/packages/client/hmi-client/src/workflow/ops/stratify-julia/stratify-operation.ts
@@ -1,7 +1,7 @@
 import { Operation, WorkflowOperationTypes } from '@/types/workflow';
 
 export const StratifyOperation: Operation = {
-	name: WorkflowOperationTypes.STRATIFY,
+	name: WorkflowOperationTypes.STRATIFY_JULIA,
 	displayName: 'Stratify',
 	description: 'Stratify a model',
 	inputs: [{ type: 'modelConfigId', label: 'Model configuration', acceptMultiple: false }],
diff --git a/packages/client/hmi-client/src/workflow/ops/stratify-mira/mod.ts b/packages/client/hmi-client/src/workflow/ops/stratify-mira/mod.ts
new file mode 100644
index 0000000000..1d8d8859cc
--- /dev/null
+++ b/packages/client/hmi-client/src/workflow/ops/stratify-mira/mod.ts
@@ -0,0 +1,3 @@
+export * from './stratify-mira-operation';
+export { default as TeraStratifyMira } from './tera-stratify-mira.vue';
+export { default as TeraStratifyNodeMira } from './tera-stratify-node-mira.vue';
diff --git a/packages/client/hmi-client/src/workflow/ops/stratify-mira/stratify-mira-operation.ts b/packages/client/hmi-client/src/workflow/ops/stratify-mira/stratify-mira-operation.ts
new file mode 100644
index 0000000000..b1b31ced77
--- /dev/null
+++ b/packages/client/hmi-client/src/workflow/ops/stratify-mira/stratify-mira-operation.ts
@@ -0,0 +1,37 @@
+import { Operation, WorkflowOperationTypes } from '@/types/workflow';
+
+export interface StratifyGroup {
+	borderColour: string;
+	name: string;
+	selectedVariables: string[];
+	groupLabels: string;
+	cartesianProduct: boolean;
+}
+
+export interface StratifyOperationStateMira {
+	strataGroups: StratifyGroup[];
+}
+
+export const StratifyMiraOperation: Operation = {
+	name: WorkflowOperationTypes.STRATIFY_MIRA,
+	displayName: 'Stratify MIRA',
+	description: 'Stratify a model',
+	inputs: [{ type: 'modelConfigId', label: 'Model configuration', acceptMultiple: false }],
+	outputs: [{ type: 'model' }],
+	isRunnable: false,
+	action: () => {},
+	initState: () => {
+		const init: StratifyOperationStateMira = {
+			strataGroups: [
+				{
+					borderColour: '#c300a6',
+					name: '',
+					selectedVariables: [],
+					groupLabels: '',
+					cartesianProduct: true
+				}
+			]
+		};
+		return init;
+	}
+};
diff --git a/packages/client/hmi-client/src/workflow/ops/stratify-mira/tera-stratify-mira.vue b/packages/client/hmi-client/src/workflow/ops/stratify-mira/tera-stratify-mira.vue
new file mode 100644
index 0000000000..d39a0d1aef
--- /dev/null
+++ b/packages/client/hmi-client/src/workflow/ops/stratify-mira/tera-stratify-mira.vue
@@ -0,0 +1,200 @@
+<template>
+	<div class="header p-buttonset">
+		<Button
+			label="Wizard"
+			severity="secondary"
+			icon="pi pi-sign-in"
+			size="small"
+			:active="activeTab === StratifyTabs.wizard"
+			@click="activeTab = StratifyTabs.wizard"
+		/>
+		<Button
+			label="Notebook"
+			severity="secondary"
+			icon="pi pi-sign-out"
+			size="small"
+			:active="activeTab === StratifyTabs.notebook"
+			@click="activeTab = StratifyTabs.notebook"
+		/>
+	</div>
+	<div v-if="activeTab === StratifyTabs.wizard" class="container">
+		<div class="left-side">
+			<h4>Stratify Model <i class="pi pi-info-circle" /></h4>
+			<p>The model will be stratified with the following settings.</p>
+			<tera-stratification-group-form
+				v-for="(cfg, index) in node.state.strataGroups"
+				:key="index"
+				:modelNodeOptions="modelNodeOptions"
+				:config="cfg"
+				:index="index"
+				@delete-self="deleteStratifyGroupForm"
+				@update-self="updateStratifyGroupForm"
+			/>
+			<Button label="Add another strata group" size="small" @click="addGroupForm" />
+		</div>
+		<div class="right-side">
+			<tera-model-diagram
+				v-if="model"
+				ref="teraModelDiagramRef"
+				:model="model"
+				:is-editable="false"
+			/>
+			<div v-else>
+				<!-- TODO -->
+				<img src="@assets/svg/plants.svg" alt="" draggable="false" />
+				<h4>No Model Provided</h4>
+			</div>
+		</div>
+	</div>
+	<div v-else class="container">
+		<div class="left-side">
+			<Suspense>
+				<tera-mira-notebook />
+			</Suspense>
+		</div>
+		<div class="right-side">
+			<tera-model-diagram
+				v-if="model"
+				ref="teraModelDiagramRef"
+				:model="model"
+				:is-editable="false"
+			/>
+			<div v-else>
+				<!-- TODO -->
+				<img src="@assets/svg/plants.svg" alt="" draggable="false" />
+				<h4>No Model Provided</h4>
+			</div>
+		</div>
+	</div>
+</template>
+
+<script setup lang="ts">
+import _ from 'lodash';
+import { watch, ref } from 'vue';
+import Button from 'primevue/button';
+import teraStratificationGroupForm from '@/components/stratification/tera-stratification-group-form.vue';
+import teraMiraNotebook from '@/components/stratification/tera-mira-notebook.vue';
+import { Model, ModelConfiguration } from '@/types/Types';
+import TeraModelDiagram from '@/components/model/petrinet/model-diagrams/tera-model-diagram.vue';
+import { getModelConfigurationById } from '@/services/model-configurations';
+import { getModel } from '@/services/model';
+import { WorkflowNode } from '@/types/workflow';
+import { workflowEventBus } from '@/services/workflow';
+import { StratifyOperationStateMira, StratifyGroup } from './stratify-mira-operation';
+
+const props = defineProps<{
+	node: WorkflowNode<StratifyOperationStateMira>;
+}>();
+
+enum StratifyTabs {
+	wizard,
+	notebook
+}
+
+const activeTab = ref(StratifyTabs.wizard);
+const modelConfiguration = ref<ModelConfiguration>();
+const model = ref<Model | null>(null);
+const modelNodeOptions = ref<string[]>([]);
+const teraModelDiagramRef = ref();
+
+const addGroupForm = () => {
+	const state = _.cloneDeep(props.node.state);
+	const newGroup: StratifyGroup = {
+		borderColour: '#00c387',
+		name: '',
+		selectedVariables: [],
+		groupLabels: '',
+		cartesianProduct: true
+	};
+	state.strataGroups.push(newGroup);
+
+	workflowEventBus.emitNodeStateChange({
+		workflowId: props.node.workflowId,
+		nodeId: props.node.id,
+		state
+	});
+};
+
+const deleteStratifyGroupForm = (data) => {
+	const state = _.cloneDeep(props.node.state);
+	state.strataGroups.splice(data.index, 1);
+
+	workflowEventBus.emitNodeStateChange({
+		workflowId: props.node.workflowId,
+		nodeId: props.node.id,
+		state
+	});
+};
+
+const updateStratifyGroupForm = (data) => {
+	const state = _.cloneDeep(props.node.state);
+	state.strataGroups[data.index] = data.updatedConfig;
+
+	workflowEventBus.emitNodeStateChange({
+		workflowId: props.node.workflowId,
+		nodeId: props.node.id,
+		state
+	});
+};
+
+// Set model, modelConfiguration, modelNodeOptions
+watch(
+	() => props.node.inputs[0],
+	async () => {
+		const modelConfigurationId = props.node.inputs[0].value?.[0];
+		if (modelConfigurationId) {
+			modelConfiguration.value = await getModelConfigurationById(modelConfigurationId);
+			if (modelConfiguration.value) {
+				model.value = await getModel(modelConfiguration.value.modelId);
+
+				const modelColumnNameOptions: string[] =
+					modelConfiguration.value.configuration.model.states.map((state) => state.id);
+				// add observables
+				if (modelConfiguration.value.configuration.semantics?.ode?.observables) {
+					modelConfiguration.value.configuration.semantics.ode.observables.forEach((o) => {
+						modelColumnNameOptions.push(o.id);
+					});
+				}
+				modelNodeOptions.value = modelColumnNameOptions;
+			}
+		}
+	},
+	{ immediate: true }
+);
+</script>
+
+<style>
+.container {
+	display: flex;
+	margin-top: 1rem;
+}
+
+.left-side {
+	width: 45%;
+	padding-right: 2.5%;
+}
+.left-side h1 {
+	color: var(--text-color-primary);
+	font-family: Inter;
+	font-size: 1rem;
+	font-style: normal;
+	font-weight: 600;
+	line-height: 1.5rem; /* 150% */
+	letter-spacing: 0.03125rem;
+}
+.left-side p {
+	color: var(--Text-Secondary);
+	/* Body Small/Regular */
+	font-family: Figtree;
+	font-size: 0.875rem;
+	font-style: normal;
+	font-weight: 400;
+	line-height: 1.3125rem; /* 150% */
+	letter-spacing: 0.01563rem;
+}
+
+.right-side {
+	width: 45%;
+	padding-left: 2.5%;
+}
+</style>
diff --git a/packages/client/hmi-client/src/workflow/ops/stratify-mira/tera-stratify-node-mira.vue b/packages/client/hmi-client/src/workflow/ops/stratify-mira/tera-stratify-node-mira.vue
new file mode 100644
index 0000000000..e97ebdaab6
--- /dev/null
+++ b/packages/client/hmi-client/src/workflow/ops/stratify-mira/tera-stratify-node-mira.vue
@@ -0,0 +1,25 @@
+<template>
+	<section>
+		<img src="@assets/svg/plants.svg" alt="" draggable="false" />
+		Configure in the side panel
+	</section>
+</template>
+
+<script setup lang="ts"></script>
+
+<style scoped>
+section {
+	align-items: center;
+	display: flex;
+	flex-direction: column;
+	margin-bottom: 1rem;
+	gap: 0.5rem;
+	color: var(--text-color-subdued);
+	font-size: var(--font-caption);
+}
+
+img {
+	height: 25%;
+	width: 25%;
+}
+</style>
diff --git a/packages/client/hmi-client/src/workflow/tera-workflow.vue b/packages/client/hmi-client/src/workflow/tera-workflow.vue
index 637de86b98..a17cd7a840 100644
--- a/packages/client/hmi-client/src/workflow/tera-workflow.vue
+++ b/packages/client/hmi-client/src/workflow/tera-workflow.vue
@@ -113,7 +113,10 @@
 						@update-state="(event) => updateWorkflowNodeState(node, event)"
 					/>
 					<tera-stratify-node-julia
-						v-else-if="node.operationType === WorkflowOperationTypes.STRATIFY"
+						v-else-if="node.operationType === WorkflowOperationTypes.STRATIFY_JULIA"
+					/>
+					<tera-stratify-node-mira
+						v-else-if="node.operationType === WorkflowOperationTypes.STRATIFY_MIRA"
 					/>
 					<tera-simulate-ensemble-node-ciemss
 						v-else-if="node.operationType === WorkflowOperationTypes.SIMULATE_ENSEMBLE_CIEMSS"
@@ -249,6 +252,7 @@ import TeraProgressSpinner from '@/components/widgets/tera-progress-spinner.vue'
 import { ModelOperation, TeraModelNode, ModelOperationState } from './ops/model/mod';
 import { SimulateCiemssOperation, TeraSimulateNodeCiemss } from './ops/simulate-ciemss/mod';
 import { StratifyOperation, TeraStratifyNodeJulia } from './ops/stratify-julia/mod';
+import { StratifyMiraOperation, TeraStratifyNodeMira } from './ops/stratify-mira/mod';
 import { DatasetOperation, TeraDatasetNode, DatasetOperationState } from './ops/dataset/mod';
 import {
 	CalibrateEnsembleCiemssOperation,
@@ -550,7 +554,14 @@ const contextMenuItems = ref([
 		}
 	},
 	{
-		label: 'Stratify',
+		label: 'Stratify Mira',
+		command: () => {
+			workflowService.addNode(wf.value, StratifyMiraOperation, newNodePosition, { state: null });
+			workflowDirty = true;
+		}
+	},
+	{
+		label: 'Stratify Julia',
 		command: () => {
 			workflowService.addNode(wf.value, StratifyOperation, newNodePosition, { state: null });
 			workflowDirty = true;