diff --git a/src/uipath_langchain/_cli/cli_debug.py b/src/uipath_langchain/_cli/cli_debug.py
index 9bc7bcad..5760589b 100644
--- a/src/uipath_langchain/_cli/cli_debug.py
+++ b/src/uipath_langchain/_cli/cli_debug.py
@@ -39,7 +39,6 @@ async def execute():
             context.entrypoint = entrypoint
             context.input = input
             context.resume = resume
-            context.execution_id = context.job_id or "default"
 
             _instrument_traceable_attributes()
 
diff --git a/src/uipath_langchain/_cli/cli_eval.py b/src/uipath_langchain/_cli/cli_eval.py
index 51d00eec..efbf6a27 100644
--- a/src/uipath_langchain/_cli/cli_eval.py
+++ b/src/uipath_langchain/_cli/cli_eval.py
@@ -1,6 +1,8 @@
 import asyncio
+import os
 from typing import List, Optional
 
+from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
 from openinference.instrumentation.langchain import (
     LangChainInstrumentor,
     get_current_span,
@@ -9,6 +11,7 @@
 from uipath._cli._evals._progress_reporter import StudioWebProgressReporter
 from uipath._cli._evals._runtime import UiPathEvalContext, UiPathEvalRuntime
 from uipath._cli._runtime._contracts import (
+    UiPathRuntimeContext,
     UiPathRuntimeFactory,
 )
 from uipath._cli._utils._eval_set import EvalHelpers
@@ -25,6 +28,13 @@
 )
 
 
+def get_connection_string(context: UiPathRuntimeContext) -> str:
+    if context.runtime_dir and context.state_file:
+        os.makedirs(context.runtime_dir, exist_ok=True)
+        return os.path.join(context.runtime_dir, context.state_file)
+    return os.path.join("__uipath", "state.db")
+
+
 def langgraph_eval_middleware(
     entrypoint: Optional[str], eval_set: Optional[str], eval_ids: List[str], **kwargs
 ) -> MiddlewareResult:
@@ -35,57 +45,70 @@ def langgraph_eval_middleware(
         )  # Continue with normal flow if no langgraph.json
 
     try:
-        _instrument_traceable_attributes()
-
-        event_bus = EventBus()
 
-        if kwargs.get("register_progress_reporter", False):
-            progress_reporter = StudioWebProgressReporter(
-                spans_exporter=LangChainExporter()
-            )
-            asyncio.run(progress_reporter.subscribe_to_eval_runtime_events(event_bus))
-        console_reporter = ConsoleProgressReporter()
-        asyncio.run(console_reporter.subscribe_to_eval_runtime_events(event_bus))
-
-        def generate_runtime_context(
-            context_entrypoint: str, **context_kwargs
-        ) -> LangGraphRuntimeContext:
-            context = LangGraphRuntimeContext.with_defaults(**context_kwargs)
-            context.entrypoint = context_entrypoint
-            return context
+        async def execute():
+            _instrument_traceable_attributes()
 
-        runtime_entrypoint = entrypoint or auto_discover_entrypoint()
+            event_bus = EventBus()
 
-        eval_context = UiPathEvalContext.with_defaults(
-            entrypoint=runtime_entrypoint, **kwargs
-        )
-        eval_context.eval_set = eval_set or EvalHelpers.auto_discover_eval_set()
-        eval_context.eval_ids = eval_ids
+            if kwargs.get("register_progress_reporter", False):
+                progress_reporter = StudioWebProgressReporter(
+                    spans_exporter=LangChainExporter()
+                )
+                await progress_reporter.subscribe_to_eval_runtime_events(event_bus)
 
-        def generate_runtime(ctx: LangGraphRuntimeContext) -> LangGraphScriptRuntime:
-            return LangGraphScriptRuntime(ctx, ctx.entrypoint)
+            console_reporter = ConsoleProgressReporter()
+            await console_reporter.subscribe_to_eval_runtime_events(event_bus)
 
-        runtime_factory = UiPathRuntimeFactory(
-            LangGraphScriptRuntime,
-            LangGraphRuntimeContext,
-            context_generator=lambda **context_kwargs: generate_runtime_context(
-                context_entrypoint=runtime_entrypoint,
-                **context_kwargs,
-            ),
-            runtime_generator=generate_runtime,
-        )
+            runtime_entrypoint = entrypoint or auto_discover_entrypoint()
 
-        if eval_context.job_id:
-            runtime_factory.add_span_exporter(LangChainExporter())
+            eval_context = UiPathEvalContext.with_defaults(
+                entrypoint=runtime_entrypoint, **kwargs
+            )
+            eval_context.eval_set = eval_set or EvalHelpers.auto_discover_eval_set()
+            eval_context.eval_ids = eval_ids
 
-        runtime_factory.add_instrumentor(LangChainInstrumentor, get_current_span)
+            def generate_runtime(
+                ctx: LangGraphRuntimeContext,
+            ) -> LangGraphScriptRuntime:
+                return LangGraphScriptRuntime(ctx, ctx.entrypoint)
 
-        async def execute():
-            async with UiPathEvalRuntime.from_eval_context(
-                factory=runtime_factory, context=eval_context, event_bus=event_bus
-            ) as eval_runtime:
-                await eval_runtime.execute()
-                await event_bus.wait_for_all()
+            def generate_runtime_context(
+                context_entrypoint: str,
+                context_memory: AsyncSqliteSaver,
+                **context_kwargs,
+            ) -> LangGraphRuntimeContext:
+                context = LangGraphRuntimeContext.with_defaults(**context_kwargs)
+                context.entrypoint = context_entrypoint
+                context.memory = context_memory
+                return context
+
+            async with AsyncSqliteSaver.from_conn_string(
+                get_connection_string(eval_context)
+            ) as memory:
+                runtime_factory = UiPathRuntimeFactory(
+                    LangGraphScriptRuntime,
+                    LangGraphRuntimeContext,
+                    context_generator=lambda **context_kwargs: generate_runtime_context(
+                        context_entrypoint=runtime_entrypoint,
+                        context_memory=memory,
+                        **context_kwargs,
+                    ),
+                    runtime_generator=generate_runtime,
+                )
+
+                if eval_context.job_id:
+                    runtime_factory.add_span_exporter(LangChainExporter())
+
+                runtime_factory.add_instrumentor(
+                    LangChainInstrumentor, get_current_span
+                )
+
+                async with UiPathEvalRuntime.from_eval_context(
+                    factory=runtime_factory, context=eval_context, event_bus=event_bus
+                ) as eval_runtime:
+                    await eval_runtime.execute()
+                    await event_bus.wait_for_all()
 
         asyncio.run(execute())
         return MiddlewareResult(should_continue=False)
diff --git a/src/uipath_langchain/_cli/cli_run.py b/src/uipath_langchain/_cli/cli_run.py
index b5e2c49a..c875d6e9 100644
--- a/src/uipath_langchain/_cli/cli_run.py
+++ b/src/uipath_langchain/_cli/cli_run.py
@@ -40,7 +40,6 @@ async def execute():
             context.entrypoint = entrypoint
             context.input = input
             context.resume = resume
-            context.execution_id = context.job_id or "default"
             _instrument_traceable_attributes()
 
             def generate_runtime(
@@ -66,7 +65,7 @@ def generate_runtime(
                 await runtime_factory.execute(context)
             else:
                 debug_bridge: UiPathDebugBridge = ConsoleDebugBridge()
-                await debug_bridge.emit_execution_started(context.execution_id)
+                await debug_bridge.emit_execution_started("default")
                 async for event in runtime_factory.stream(context):
                     if isinstance(event, UiPathRuntimeResult):
                         await debug_bridge.emit_execution_completed(event)