diff --git a/packages/uipath-llamaindex/samples/chat-agent/README.md b/packages/uipath-llamaindex/samples/chat-agent/README.md
new file mode 100644
index 00000000..5427b2f1
--- /dev/null
+++ b/packages/uipath-llamaindex/samples/chat-agent/README.md
@@ -0,0 +1,30 @@
+# Literature Chat Agent
+
+An AI assistant using Llamaindex and Tavily search for literature research and recommendations.
+
+## Requirements
+
+- Python 3.11+
+- OpenAI API key
+- Tavily API key
+
+## Installation
+
+```bash
+uv venv -p 3.11 .venv
+source .venv/bin/activate  # On Windows: .venv\Scripts\activate
+uv sync
+```
+
+Set your API keys as environment variables in .env
+
+```bash
+OPENAI_API_KEY=your_anthropic_api_key
+TAVILY_API_KEY=your_tavily_api_key
+```
+
+## Usage
+
+```bash
+uipath run agent 'uipath run agent '{"user_msg": "Tell me about 1984 by George Orwell"}''
+```
diff --git a/packages/uipath-llamaindex/samples/chat-agent/agent.mermaid b/packages/uipath-llamaindex/samples/chat-agent/agent.mermaid
new file mode 100644
index 00000000..4c74f2e3
--- /dev/null
+++ b/packages/uipath-llamaindex/samples/chat-agent/agent.mermaid
@@ -0,0 +1,19 @@
+flowchart TB
+  __start__(__start__)
+  aggregate_tool_results(aggregate_tool_results)
+  call_tool(call_tool)
+  init_run(init_run)
+  parse_agent_output(parse_agent_output)
+  run_agent_step(run_agent_step)
+  setup_agent(setup_agent)
+  __end__(__end__)
+  aggregate_tool_results --> |AgentInput|setup_agent
+  aggregate_tool_results --> |StopEvent|__end__
+  call_tool --> |ToolCallResult|aggregate_tool_results
+  __start__ --> |AgentWorkflowStartEvent|init_run
+  init_run --> |AgentInput|setup_agent
+  parse_agent_output --> |StopEvent|__end__
+  parse_agent_output --> |AgentInput|setup_agent
+  parse_agent_output --> |ToolCall|call_tool
+  run_agent_step --> |AgentOutput|parse_agent_output
+  setup_agent --> |AgentSetup|run_agent_step
diff --git a/packages/uipath-llamaindex/samples/chat-agent/llama_index.json b/packages/uipath-llamaindex/samples/chat-agent/llama_index.json
new file mode 100644
index 00000000..97899057
--- /dev/null
+++ b/packages/uipath-llamaindex/samples/chat-agent/llama_index.json
@@ -0,0 +1,5 @@
+{
+  "workflows": {
+    "agent": "main.py:agent"
+  }
+}
diff --git a/packages/uipath-llamaindex/samples/chat-agent/main.py b/packages/uipath-llamaindex/samples/chat-agent/main.py
new file mode 100644
index 00000000..1c80e993
--- /dev/null
+++ b/packages/uipath-llamaindex/samples/chat-agent/main.py
@@ -0,0 +1,35 @@
+import os
+
+from llama_index.core.agent.workflow import FunctionAgent, AgentWorkflow
+from llama_index.llms.openai import OpenAI
+from llama_index.tools.tavily_research import TavilyToolSpec
+
+llm = OpenAI(model="gpt-4o-mini")
+tavily_tool = TavilyToolSpec(api_key=os.environ["TAVILY_API_KEY"])
+
+SYSTEM_PROMPT = (
+    "You are an advanced AI assistant specializing in book research and literature analysis. "
+    "Your primary functions are:\n\n"
+    "1. Book Information Research: Gather comprehensive information about books, including plot summaries, "
+    "themes, publishing details, sales performance, critical reception, and awards.\n"
+    "2. Author Research: Provide detailed information about authors, translators, editors, and other "
+    "publishing industry professionals.\n"
+    "3. Book Recommendations: Suggest books based on user preferences, genres, themes, or similar books "
+    "they have enjoyed.\n"
+    "4. Publishing Industry Analysis: Analyze trends, bestseller data, genre popularity, and insights "
+    "from the literary world.\n"
+    "5. Book Trivia and Facts: Share interesting facts, behind-the-scenes stories, and trivia about "
+    "books, authors, and the publishing industry.\n\n"
+    "Use the search tool for recent or factual information. "
+    "Remember previous messages and maintain context across the discussion."
+)
+
+agent = AgentWorkflow.from_tools_or_functions(
+    tools_or_functions=tavily_tool.to_tool_list(),
+    llm=llm,
+    system_prompt=SYSTEM_PROMPT
+)
+
+async def chat(user_input: str) -> str:
+    response = await agent.run(user_msg=user_input)
+    return str(response)
diff --git a/packages/uipath-llamaindex/samples/chat-agent/pyproject.toml b/packages/uipath-llamaindex/samples/chat-agent/pyproject.toml
new file mode 100644
index 00000000..a285e8ee
--- /dev/null
+++ b/packages/uipath-llamaindex/samples/chat-agent/pyproject.toml
@@ -0,0 +1,18 @@
+[project]
+name = "chat-agent"
+version = "0.0.1"
+description = "chat-agent"
+authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
+dependencies = [
+    "uipath-llamaindex>=0.5.0, <0.6.0",
+    "llama-index-llms-openai>=0.6.10",
+    "llama-index-tools-tavily-research>=0.4.2",
+    "llama-index-llms-openai>=0.6.18"
+]
+requires-python = ">=3.11"
+
+
+[dependency-groups]
+dev = [
+     "uipath-dev>=0.0.19",
+]
diff --git a/packages/uipath-llamaindex/samples/chat-agent/uipath.json b/packages/uipath-llamaindex/samples/chat-agent/uipath.json
new file mode 100644
index 00000000..2748c2f2
--- /dev/null
+++ b/packages/uipath-llamaindex/samples/chat-agent/uipath.json
@@ -0,0 +1,14 @@
+{
+  "$schema": "https://cloud.uipath.com/draft/2024-12/uipath",
+  "runtimeOptions": {
+    "isConversational": true
+  },
+  "packOptions": {
+    "fileExtensionsIncluded": [],
+    "filesIncluded": [],
+    "filesExcluded": [],
+    "directoriesExcluded": [],
+    "includeUvLock": true
+  },
+  "functions": {}
+}
\ No newline at end of file
diff --git a/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/chat/__init__.py b/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/chat/__init__.py
new file mode 100644
index 00000000..c528e952
--- /dev/null
+++ b/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/chat/__init__.py
@@ -0,0 +1,3 @@
+from uipath_llamaindex.runtime.chat.messages import UiPathChatMessagesMapper
+
+__all__ = ["UiPathChatMessagesMapper"]
diff --git a/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/chat/messages.py b/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/chat/messages.py
new file mode 100644
index 00000000..0851699e
--- /dev/null
+++ b/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/chat/messages.py
@@ -0,0 +1,358 @@
+import asyncio
+import logging
+from datetime import datetime, timezone
+from typing import Any
+from uuid import uuid4
+
+from llama_index.core.agent.workflow.workflow_events import (
+    AgentOutput,
+    AgentStream,
+    ToolCall,
+    ToolCallResult,
+)
+from uipath.core.chat import (
+    UiPathConversationContentPartChunkEvent,
+    UiPathConversationContentPartEndEvent,
+    UiPathConversationContentPartEvent,
+    UiPathConversationContentPartStartEvent,
+    UiPathConversationMessageEndEvent,
+    UiPathConversationMessageEvent,
+    UiPathConversationMessageStartEvent,
+    UiPathConversationToolCallEndEvent,
+    UiPathConversationToolCallEvent,
+    UiPathConversationToolCallStartEvent,
+)
+
+from uipath_llamaindex.runtime.storage import SqliteResumableStorage
+
+logger = logging.getLogger(__name__)
+
+STORAGE_NAMESPACE_EVENT_MAPPER = "chat-event-mapper"
+STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP = "tool_id_map"
+
+
+class UiPathChatMessagesMapper:
+    """Stateful mapper that converts LlamaIndex agent events to UiPath message events.
+
+    Maintains state across events to properly track:
+    - The current AI message ID (generated per agent turn, since LlamaIndex doesn't provide one)
+    - Pending tool calls per message ID for correct message_end timing
+
+    When a storage backend is provided, the tool_id → message_id mapping is persisted
+    so that it survives workflow suspension and can be correctly resolved on resume.
+    """
+
+    def __init__(
+        self,
+        runtime_id: str,
+        storage: SqliteResumableStorage | None = None,
+    ) -> None:
+        self.runtime_id = runtime_id
+        self.storage = storage
+        self._current_message_id: str | None = None
+        self._storage_lock = asyncio.Lock()
+        # In-memory fallback state used when no storage is provided
+        self._pending_tool_calls: dict[str, set[str]] = {}
+        self._tool_id_to_message_id: dict[str, str] = {}
+
+    @staticmethod
+    def map_input(input: dict[str, Any]) -> dict[str, Any]:
+        """Map UiPath chat message format to LlamaIndex expected format.
+
+        If the input already has 'user_msg', return it unchanged.
+        If the input has a 'messages' array (UiPath chat format), extract the
+        text content from the first message's contentParts and map it to
+        'user_msg'.
+        """
+        if "user_msg" in input:
+            return input
+
+        messages = input.get("messages")
+        if not messages or not isinstance(messages, list):
+            return input
+
+        first_message = messages[0]
+        content_parts = first_message.get("contentParts", [])
+
+        text_parts = [
+            part["data"]["inline"]
+            for part in content_parts
+            if part.get("mimeType") == "text/plain"
+            and isinstance(part.get("data"), dict)
+            and part["data"].get("inline")
+        ]
+
+        if text_parts:
+            return {"user_msg": " ".join(text_parts)}
+
+        return input
+
+    def get_timestamp(self) -> str:
+        """Format current time as ISO 8601 UTC with milliseconds: 2025-01-04T10:30:00.123Z"""
+        return (
+            datetime.now(timezone.utc)
+            .isoformat(timespec="milliseconds")
+            .replace("+00:00", "Z")
+        )
+
+    def get_content_part_id(self, message_id: str) -> str:
+        return f"chunk-{message_id}-0"
+
+    async def map_event(
+        self,
+        event: AgentStream | AgentOutput | ToolCall | ToolCallResult,
+    ) -> list[UiPathConversationMessageEvent] | None:
+        """Convert a LlamaIndex agent event into UiPath conversation message events.
+
+        Returns a list of events to emit, or None if the event should be skipped.
+        """
+        if isinstance(event, AgentStream):
+            return self._map_agent_stream(event)
+
+        if isinstance(event, AgentOutput):
+            return await self._map_agent_output(event)
+
+        # ToolCall start is handled via AgentOutput to have the message_id available
+        if isinstance(event, ToolCall):
+            return None
+
+        if isinstance(event, ToolCallResult):
+            return await self._map_tool_call_result(event)
+
+        return None
+
+    def _map_agent_stream(
+        self, event: AgentStream
+    ) -> list[UiPathConversationMessageEvent] | None:
+        events: list[UiPathConversationMessageEvent] = []
+
+        # First stream chunk of a new agent turn: generate a fresh message ID
+        if self._current_message_id is None:
+            self._current_message_id = str(uuid4())
+            events.append(self._create_message_start_event(self._current_message_id))
+
+        if event.delta:
+            events.append(
+                self._create_content_chunk_event(self._current_message_id, event.delta)
+            )
+
+        return events if events else None
+
+    async def _map_agent_output(
+        self, event: AgentOutput
+    ) -> list[UiPathConversationMessageEvent] | None:
+        message_id = self._current_message_id
+        # Reset for the next turn regardless of outcome
+        self._current_message_id = None
+
+        if message_id is None:
+            return None
+
+        events: list[UiPathConversationMessageEvent] = []
+
+        if event.tool_calls:
+            if self.storage is not None:
+                async with self._storage_lock:
+                    existing: dict[str, str] | None = await self.storage.get_value(
+                        self.runtime_id,
+                        STORAGE_NAMESPACE_EVENT_MAPPER,
+                        STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+                    )
+                    tool_id_to_message_id: dict[str, str] = existing or {}
+
+                    for tool_call in event.tool_calls:
+                        tool_id_to_message_id[tool_call.tool_id] = message_id
+                        events.append(
+                            self._create_tool_call_start_event(
+                                message_id=message_id,
+                                tool_call_id=tool_call.tool_id,
+                                tool_name=tool_call.tool_name,
+                                input=tool_call.tool_kwargs,
+                            )
+                        )
+
+                    await self.storage.set_value(
+                        self.runtime_id,
+                        STORAGE_NAMESPACE_EVENT_MAPPER,
+                        STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+                        tool_id_to_message_id,
+                    )
+            else:
+                # In-memory fallback (no suspend/resume support)
+                pending: set[str] = set()
+                for tool_call in event.tool_calls:
+                    self._tool_id_to_message_id[tool_call.tool_id] = message_id
+                    pending.add(tool_call.tool_id)
+                    events.append(
+                        self._create_tool_call_start_event(
+                            message_id=message_id,
+                            tool_call_id=tool_call.tool_id,
+                            tool_name=tool_call.tool_name,
+                            input=tool_call.tool_kwargs,
+                        )
+                    )
+                self._pending_tool_calls[message_id] = pending
+            # message_end will be emitted once the last ToolCallResult comes in
+        else:
+            # No tool calls: this is the final text response, close the message now
+            events.append(self._create_message_end_event(message_id))
+
+        return events if events else None
+
+    async def _map_tool_call_result(
+        self, event: ToolCallResult
+    ) -> list[UiPathConversationMessageEvent] | None:
+        message_id, is_last = await self._get_message_id_for_tool_call(event.tool_id)
+        if message_id is None:
+            logger.warning(
+                "ToolCallResult received for unknown tool_id '%s' — skipping.",
+                event.tool_id,
+            )
+            return None
+
+        output = event.tool_output.content if event.tool_output else None
+
+        events: list[UiPathConversationMessageEvent] = [
+            self._create_tool_call_end_event(
+                message_id=message_id,
+                tool_call_id=event.tool_id,
+                output=output,
+            )
+        ]
+
+        # Close the message once all tool calls for it have completed
+        if is_last:
+            events.append(self._create_message_end_event(message_id))
+
+        return events
+
+    async def _get_message_id_for_tool_call(
+        self, tool_id: str
+    ) -> tuple[str | None, bool]:
+        """Look up the message_id for a tool_id and remove it from the map.
+
+        Returns (message_id, is_last) where is_last is True when no other
+        pending tool calls remain for the same message.
+        """
+        if self.storage is not None:
+            async with self._storage_lock:
+                tool_id_to_message_id: dict[str, str] | None = (
+                    await self.storage.get_value(
+                        self.runtime_id,
+                        STORAGE_NAMESPACE_EVENT_MAPPER,
+                        STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+                    )
+                )
+
+                if tool_id_to_message_id is None:
+                    logger.error(
+                        "attempt to lookup tool_id %s when no map present in storage",
+                        tool_id,
+                    )
+                    return None, False
+
+                message_id = tool_id_to_message_id.get(tool_id)
+                if message_id is None:
+                    logger.error(
+                        "tool_id to message map does not contain tool_id %s",
+                        tool_id,
+                    )
+                    return None, False
+
+                del tool_id_to_message_id[tool_id]
+
+                await self.storage.set_value(
+                    self.runtime_id,
+                    STORAGE_NAMESPACE_EVENT_MAPPER,
+                    STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+                    tool_id_to_message_id,
+                )
+
+                is_last = message_id not in tool_id_to_message_id.values()
+
+            return message_id, is_last
+
+        # In-memory fallback
+        message_id = self._tool_id_to_message_id.pop(tool_id, None)
+        if message_id is None:
+            return None, False
+
+        pending = self._pending_tool_calls.get(message_id)
+        if pending is not None:
+            pending.discard(tool_id)
+            if not pending:
+                del self._pending_tool_calls[message_id]
+                return message_id, True
+
+        return message_id, False
+
+    # ── Factory helpers ────────────────────────────────────────────────────────
+
+    def _create_message_start_event(
+        self, message_id: str
+    ) -> UiPathConversationMessageEvent:
+        return UiPathConversationMessageEvent(
+            message_id=message_id,
+            start=UiPathConversationMessageStartEvent(
+                role="assistant", timestamp=self.get_timestamp()
+            ),
+            content_part=UiPathConversationContentPartEvent(
+                content_part_id=self.get_content_part_id(message_id),
+                start=UiPathConversationContentPartStartEvent(mime_type="text/plain"),
+            ),
+        )
+
+    def _create_content_chunk_event(
+        self, message_id: str, text: str
+    ) -> UiPathConversationMessageEvent:
+        return UiPathConversationMessageEvent(
+            message_id=message_id,
+            content_part=UiPathConversationContentPartEvent(
+                content_part_id=self.get_content_part_id(message_id),
+                chunk=UiPathConversationContentPartChunkEvent(data=text),
+            ),
+        )
+
+    def _create_message_end_event(
+        self, message_id: str
+    ) -> UiPathConversationMessageEvent:
+        return UiPathConversationMessageEvent(
+            message_id=message_id,
+            end=UiPathConversationMessageEndEvent(),
+            content_part=UiPathConversationContentPartEvent(
+                content_part_id=self.get_content_part_id(message_id),
+                end=UiPathConversationContentPartEndEvent(),
+            ),
+        )
+
+    def _create_tool_call_start_event(
+        self, message_id: str, tool_call_id: str, tool_name: str, input: dict
+    ) -> UiPathConversationMessageEvent:
+        return UiPathConversationMessageEvent(
+            message_id=message_id,
+            tool_call=UiPathConversationToolCallEvent(
+                tool_call_id=tool_call_id,
+                start=UiPathConversationToolCallStartEvent(
+                    tool_name=tool_name,
+                    timestamp=self.get_timestamp(),
+                    input=input,
+                ),
+            ),
+        )
+
+    def _create_tool_call_end_event(
+        self, message_id: str, tool_call_id: str, output: str | None
+    ) -> UiPathConversationMessageEvent:
+        return UiPathConversationMessageEvent(
+            message_id=message_id,
+            tool_call=UiPathConversationToolCallEvent(
+                tool_call_id=tool_call_id,
+                end=UiPathConversationToolCallEndEvent(
+                    timestamp=self.get_timestamp(),
+                    output=output,
+                ),
+            ),
+        )
+
+
+__all__ = ["UiPathChatMessagesMapper"]
diff --git a/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/runtime.py b/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/runtime.py
index 9350281f..d5427fca 100644
--- a/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/runtime.py
+++ b/packages/uipath-llamaindex/src/uipath_llamaindex/runtime/runtime.py
@@ -2,11 +2,12 @@
 
 import asyncio
 import json
+import logging
+import os
 from typing import Any, AsyncGenerator, cast
 from uuid import uuid4
 
 from llama_index.core.agent.workflow.workflow_events import (
-    AgentInput,
     AgentOutput,
     AgentStream,
     ToolCall,
@@ -47,9 +48,12 @@
     UiPathLlamaIndexErrorCode,
     UiPathLlamaIndexRuntimeError,
 )
+from uipath_llamaindex.runtime.chat import UiPathChatMessagesMapper
 from uipath_llamaindex.runtime.schema import get_entrypoints_schema, get_workflow_schema
 from uipath_llamaindex.runtime.storage import SqliteResumableStorage
 
+logger = logging.getLogger(__name__)
+
 
 class UiPathLlamaIndexRuntime:
     """
@@ -136,13 +140,10 @@ async def _run_workflow(
         """
         Core workflow execution logic used by both execute() and stream().
         """
-        workflow_input = input or {}
+        workflow_input = UiPathChatMessagesMapper.map_input(input or {})
         is_resuming = bool(options and options.resume)
 
-        if is_resuming:
-            self._context = await self._load_context()
-        else:
-            self._context = Context(self.workflow)
+        self._context = await self._load_context()
 
         # Make the Context discoverable from inside steps
         if self.debug_mode and self._context is not None:
@@ -168,28 +169,28 @@ async def _run_workflow(
 
         event_stream = handler.stream_events(expose_internal=True)
         suspended_event: InputRequiredEvent | None = None
+        chat = UiPathChatMessagesMapper(runtime_id=self.runtime_id, storage=self.storage)
 
         is_resumed: bool = False
         async for event in event_stream:
             node_name = self._get_node_name(event)
-            if stream_events:
-                if isinstance(
-                    event,
-                    (AgentOutput, AgentInput, AgentStream, ToolCall, ToolCallResult),
-                ):
-                    message_event = UiPathRuntimeMessageEvent(
-                        payload=json.loads(serialize_json(event)),
-                        node_name=node_name,
-                        execution_id=self.runtime_id,
-                    )
-                    yield message_event
-                elif not isinstance(event, BreakpointEvent):
-                    state_event = UiPathRuntimeStateEvent(
-                        payload=json.loads(serialize_json(event)),
-                        node_name=node_name,
-                        execution_id=self.runtime_id,
-                    )
-                    yield state_event
+            if isinstance(event, (AgentOutput, AgentStream, ToolCall, ToolCallResult)):
+                try:
+                    mapped_events = await chat.map_event(event)
+                except Exception as e:
+                    logger.warning("Error mapping agent event: %s", e)
+                    mapped_events = None
+                if mapped_events:
+                    for mapped_event in mapped_events:
+                        if stream_events:
+                            yield UiPathRuntimeMessageEvent(payload=mapped_event)
+            elif stream_events and not isinstance(event, BreakpointEvent):
+                state_event = UiPathRuntimeStateEvent(
+                    payload=json.loads(serialize_json(event)),
+                    node_name=node_name,
+                    execution_id=self.runtime_id,
+                )
+                yield state_event
 
             if isinstance(event, BreakpointEvent):
                 # Check if we should actually pause at this breakpoint
@@ -224,7 +225,9 @@ async def _run_workflow(
             else:
                 yield self._create_suspended_result(suspended_event)
         else:
-            yield self._create_success_result(await handler)
+            final_result = await handler
+            await self._save_context()
+            yield self._create_success_result(final_result)
 
     async def get_schema(self) -> UiPathRuntimeSchema:
         """Get schema for this LlamaIndex runtime."""
diff --git a/packages/uipath-llamaindex/tests/runtime/test_chat_message_mapper.py b/packages/uipath-llamaindex/tests/runtime/test_chat_message_mapper.py
new file mode 100644
index 00000000..dab35c7a
--- /dev/null
+++ b/packages/uipath-llamaindex/tests/runtime/test_chat_message_mapper.py
@@ -0,0 +1,664 @@
+"""Tests for UiPathChatMessagesMapper."""
+
+from unittest.mock import AsyncMock
+
+import pytest
+from llama_index.core.agent.workflow.workflow_events import (
+    AgentOutput,
+    AgentStream,
+    ToolCall,
+    ToolCallResult,
+    ToolSelection,
+)
+from llama_index.core.llms import ChatMessage
+from llama_index.core.tools import ToolOutput
+
+from uipath_llamaindex.runtime.chat.messages import (
+    STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+    STORAGE_NAMESPACE_EVENT_MAPPER,
+    UiPathChatMessagesMapper,
+)
+
+
+# ── Helpers ───────────────────────────────────────────────────────────────────
+
+
+def create_mock_storage(initial_map: dict | None = None):
+    """Create an AsyncMock storage with optional pre-populated tool_id map."""
+    storage = AsyncMock()
+    storage.get_value = AsyncMock(return_value=initial_map)
+    storage.set_value = AsyncMock()
+    return storage
+
+
+def make_agent_stream(delta: str, response: str = "") -> AgentStream:
+    return AgentStream(delta=delta, response=response, current_agent_name="agent")
+
+
+def make_tool_selection(
+    tool_id: str, tool_name: str, tool_kwargs: dict | None = None
+) -> ToolSelection:
+    return ToolSelection(
+        tool_id=tool_id, tool_name=tool_name, tool_kwargs=tool_kwargs or {}
+    )
+
+
+def make_agent_output(
+    tool_selections: list[ToolSelection] | None = None,
+) -> AgentOutput:
+    msg = ChatMessage(role="assistant", content="response")
+    return AgentOutput(
+        response=msg,
+        current_agent_name="agent",
+        tool_calls=tool_selections or [],
+    )
+
+
+def make_tool_call_event(tool_id: str, tool_name: str = "tool") -> ToolCall:
+    return ToolCall(tool_id=tool_id, tool_name=tool_name, tool_kwargs={})
+
+
+def make_tool_call_result(tool_id: str, content: str) -> ToolCallResult:
+    tool_output = ToolOutput(
+        content=content,
+        tool_name="tool",
+        raw_input={},
+        raw_output=content,
+    )
+    return ToolCallResult(
+        tool_id=tool_id,
+        tool_name="tool",
+        tool_kwargs={},
+        tool_output=tool_output,
+        return_direct=False,
+    )
+
+
+# ── TestMapInput ──────────────────────────────────────────────────────────────
+
+
+class TestMapInput:
+    def test_passthrough_when_user_msg_present(self):
+        result = UiPathChatMessagesMapper.map_input({"user_msg": "hello"})
+        assert result == {"user_msg": "hello"}
+
+    def test_passthrough_when_no_messages_key(self):
+        result = UiPathChatMessagesMapper.map_input({"other_key": "value"})
+        assert result == {"other_key": "value"}
+
+    def test_passthrough_on_empty_input(self):
+        result = UiPathChatMessagesMapper.map_input({})
+        assert result == {}
+
+    def test_extracts_text_from_messages(self):
+        input_data = {
+            "messages": [
+                {
+                    "contentParts": [
+                        {
+                            "mimeType": "text/plain",
+                            "data": {"inline": "hello world"},
+                        }
+                    ]
+                }
+            ]
+        }
+        result = UiPathChatMessagesMapper.map_input(input_data)
+        assert result == {"user_msg": "hello world"}
+
+    def test_joins_multiple_text_parts(self):
+        input_data = {
+            "messages": [
+                {
+                    "contentParts": [
+                        {"mimeType": "text/plain", "data": {"inline": "hello"}},
+                        {"mimeType": "text/plain", "data": {"inline": "world"}},
+                    ]
+                }
+            ]
+        }
+        result = UiPathChatMessagesMapper.map_input(input_data)
+        assert result == {"user_msg": "hello world"}
+
+    def test_skips_non_text_mime_types(self):
+        input_data = {
+            "messages": [
+                {
+                    "contentParts": [
+                        {"mimeType": "image/png", "data": {"inline": "base64data"}}
+                    ]
+                }
+            ]
+        }
+        result = UiPathChatMessagesMapper.map_input(input_data)
+        # No text parts → returned unchanged
+        assert result == input_data
+
+    def test_passthrough_when_messages_is_empty(self):
+        result = UiPathChatMessagesMapper.map_input({"messages": []})
+        assert result == {"messages": []}
+
+    def test_uses_first_message_only(self):
+        input_data = {
+            "messages": [
+                {
+                    "contentParts": [
+                        {"mimeType": "text/plain", "data": {"inline": "first"}}
+                    ]
+                },
+                {
+                    "contentParts": [
+                        {"mimeType": "text/plain", "data": {"inline": "second"}}
+                    ]
+                },
+            ]
+        }
+        result = UiPathChatMessagesMapper.map_input(input_data)
+        assert result == {"user_msg": "first"}
+
+
+# ── TestMapEventDispatch ──────────────────────────────────────────────────────
+
+
+class TestMapEventDispatch:
+    async def test_agent_stream_dispatches_to_stream_handler(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        event = make_agent_stream("hello")
+        result = await mapper.map_event(event)
+        assert result is not None
+
+    async def test_agent_output_dispatches_to_output_handler(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._current_message_id = "msg-1"
+        event = make_agent_output()
+        result = await mapper.map_event(event)
+        assert result is not None
+
+    async def test_tool_call_event_returns_none(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        event = make_tool_call_event("tc-1")
+        result = await mapper.map_event(event)
+        assert result is None
+
+    async def test_tool_call_result_dispatches_to_result_handler(self):
+        storage = create_mock_storage(initial_map={"tc-1": "msg-1"})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+        event = make_tool_call_result("tc-1", "output")
+        result = await mapper.map_event(event)
+        assert result is not None
+
+
+# ── TestMapEventAgentStream ───────────────────────────────────────────────────
+
+
+class TestMapEventAgentStream:
+    async def test_first_chunk_emits_message_start_and_content(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        result = await mapper.map_event(make_agent_stream("hello"))
+
+        assert result is not None
+        assert len(result) == 2
+        start_event = result[0]
+        assert start_event.start is not None
+        assert start_event.start.role == "assistant"
+        assert start_event.content_part is not None
+        assert start_event.content_part.start is not None
+        chunk_event = result[1]
+        assert chunk_event.content_part is not None
+        assert chunk_event.content_part.chunk is not None
+        assert chunk_event.content_part.chunk.data == "hello"
+
+    async def test_first_chunk_assigns_message_id(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        assert mapper._current_message_id is None
+        await mapper.map_event(make_agent_stream("hello"))
+        assert mapper._current_message_id is not None
+
+    async def test_first_chunk_with_empty_delta_emits_only_start(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        result = await mapper.map_event(make_agent_stream(""))
+
+        assert result is not None
+        assert len(result) == 1
+        assert result[0].start is not None
+
+    async def test_subsequent_chunks_reuse_same_message_id(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        await mapper.map_event(make_agent_stream("first"))
+        first_id = mapper._current_message_id
+
+        result = await mapper.map_event(make_agent_stream("second"))
+        assert result is not None
+        for event in result:
+            assert event.message_id == first_id
+
+    async def test_subsequent_chunk_does_not_emit_message_start(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        await mapper.map_event(make_agent_stream("first"))
+
+        result = await mapper.map_event(make_agent_stream("second"))
+        assert result is not None
+        # Only a chunk event, no start event
+        assert all(e.start is None for e in result)
+
+    async def test_subsequent_empty_delta_returns_none(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        await mapper.map_event(make_agent_stream("first"))
+
+        result = await mapper.map_event(make_agent_stream(""))
+        assert not result
+
+    async def test_all_events_share_consistent_content_part_id(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        result = await mapper.map_event(make_agent_stream("hello"))
+        assert result is not None
+        message_id = result[0].message_id
+        expected_part_id = mapper.get_content_part_id(message_id)
+        for event in result:
+            if event.content_part is not None:
+                assert event.content_part.content_part_id == expected_part_id
+
+
+# ── TestMapEventAgentOutputNoToolCalls ───────────────────────────────────────
+
+
+class TestMapEventAgentOutputNoToolCalls:
+    async def test_emits_message_end(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._current_message_id = "msg-1"
+        result = await mapper.map_event(make_agent_output())
+
+        assert result is not None
+        assert len(result) == 1
+        end_event = result[0]
+        assert end_event.message_id == "msg-1"
+        assert end_event.end is not None
+        assert end_event.content_part is not None
+        assert end_event.content_part.end is not None
+
+    async def test_resets_current_message_id(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._current_message_id = "msg-1"
+        await mapper.map_event(make_agent_output())
+        assert mapper._current_message_id is None
+
+    async def test_returns_none_when_no_current_message_id(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        result = await mapper.map_event(make_agent_output())
+        assert result is None
+
+    async def test_end_event_uses_correct_content_part_id(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._current_message_id = "msg-42"
+        result = await mapper.map_event(make_agent_output())
+
+        assert result is not None
+        end_event = result[0]
+        assert end_event.content_part is not None
+        assert end_event.content_part.content_part_id == "chunk-msg-42-0"
+
+
+# ── TestMapEventAgentOutputWithToolCalls (storage) ───────────────────────────
+
+
+class TestMapEventAgentOutputWithToolCallsStorage:
+    async def test_emits_tool_call_start_events(self):
+        storage = create_mock_storage(initial_map={})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+        mapper._current_message_id = "msg-1"
+
+        ts = make_tool_selection("tc-1", "my_tool", {"arg": "val"})
+        result = await mapper.map_event(make_agent_output([ts]))
+
+        assert result is not None
+        tool_events = [e for e in result if e.tool_call is not None]
+        assert len(tool_events) == 1
+        tc_event = tool_events[0]
+        assert tc_event.message_id == "msg-1"
+        assert tc_event.tool_call.tool_call_id == "tc-1"
+        assert tc_event.tool_call.start is not None
+        assert tc_event.tool_call.start.tool_name == "my_tool"
+        assert tc_event.tool_call.start.input == {"arg": "val"}
+
+    async def test_does_not_emit_message_end(self):
+        storage = create_mock_storage(initial_map={})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+        mapper._current_message_id = "msg-1"
+
+        ts = make_tool_selection("tc-1", "my_tool")
+        result = await mapper.map_event(make_agent_output([ts]))
+
+        assert result is not None
+        assert all(e.end is None for e in result)
+
+    async def test_writes_tool_id_to_message_id_map_to_storage(self):
+        storage = create_mock_storage(initial_map={})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+        mapper._current_message_id = "msg-1"
+
+        ts = make_tool_selection("tc-1", "my_tool")
+        await mapper.map_event(make_agent_output([ts]))
+
+        storage.set_value.assert_called_once_with(
+            "test-runtime",
+            STORAGE_NAMESPACE_EVENT_MAPPER,
+            STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+            {"tc-1": "msg-1"},
+        )
+
+    async def test_merges_with_existing_storage_map(self):
+        storage = create_mock_storage(initial_map={"existing-tc": "msg-0"})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+        mapper._current_message_id = "msg-1"
+
+        ts = make_tool_selection("tc-1", "my_tool")
+        await mapper.map_event(make_agent_output([ts]))
+
+        call_args = storage.set_value.call_args[0]
+        stored_map = call_args[3]
+        assert stored_map["existing-tc"] == "msg-0"
+        assert stored_map["tc-1"] == "msg-1"
+
+    async def test_multiple_tool_calls_all_written_to_storage(self):
+        storage = create_mock_storage(initial_map={})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+        mapper._current_message_id = "msg-1"
+
+        ts1 = make_tool_selection("tc-1", "tool_a")
+        ts2 = make_tool_selection("tc-2", "tool_b")
+        result = await mapper.map_event(make_agent_output([ts1, ts2]))
+
+        assert result is not None
+        tool_events = [e for e in result if e.tool_call is not None]
+        assert len(tool_events) == 2
+
+        call_args = storage.set_value.call_args[0]
+        stored_map = call_args[3]
+        assert stored_map == {"tc-1": "msg-1", "tc-2": "msg-1"}
+
+    async def test_resets_current_message_id_after_tool_calls(self):
+        storage = create_mock_storage(initial_map={})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+        mapper._current_message_id = "msg-1"
+
+        ts = make_tool_selection("tc-1", "my_tool")
+        await mapper.map_event(make_agent_output([ts]))
+
+        assert mapper._current_message_id is None
+
+
+# ── TestMapEventAgentOutputWithToolCallsNoStorage (in-memory) ────────────────
+
+
+class TestMapEventAgentOutputWithToolCallsNoStorage:
+    async def test_emits_tool_call_start_events(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._current_message_id = "msg-1"
+
+        ts = make_tool_selection("tc-1", "my_tool", {"x": 1})
+        result = await mapper.map_event(make_agent_output([ts]))
+
+        assert result is not None
+        tool_events = [e for e in result if e.tool_call is not None]
+        assert len(tool_events) == 1
+        assert tool_events[0].tool_call.tool_call_id == "tc-1"
+        assert tool_events[0].tool_call.start.tool_name == "my_tool"
+
+    async def test_populates_in_memory_state(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._current_message_id = "msg-1"
+
+        ts = make_tool_selection("tc-1", "my_tool")
+        await mapper.map_event(make_agent_output([ts]))
+
+        assert mapper._tool_id_to_message_id == {"tc-1": "msg-1"}
+        assert "msg-1" in mapper._pending_tool_calls
+        assert "tc-1" in mapper._pending_tool_calls["msg-1"]
+
+
+# ── TestMapEventToolCallResult (storage) ─────────────────────────────────────
+
+
+class TestMapEventToolCallResultStorage:
+    async def test_emits_tool_call_end_and_message_end_for_single_call(self):
+        storage = create_mock_storage(initial_map={"tc-1": "msg-1"})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+
+        result = await mapper.map_event(make_tool_call_result("tc-1", "the output"))
+
+        assert result is not None
+        assert len(result) == 2
+
+        end_event = result[0]
+        assert end_event.message_id == "msg-1"
+        assert end_event.tool_call is not None
+        assert end_event.tool_call.tool_call_id == "tc-1"
+        assert end_event.tool_call.end is not None
+        assert end_event.tool_call.end.output == "the output"
+
+        msg_end = result[1]
+        assert msg_end.message_id == "msg-1"
+        assert msg_end.end is not None
+        assert msg_end.content_part.end is not None
+
+    async def test_does_not_emit_message_end_when_other_calls_pending(self):
+        # Two tool calls for the same message; first result should not close it
+        storage = create_mock_storage(initial_map={"tc-1": "msg-1", "tc-2": "msg-1"})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+
+        # After consuming tc-1 the map still has tc-2
+        storage.get_value.return_value = {"tc-1": "msg-1", "tc-2": "msg-1"}
+
+        result = await mapper.map_event(make_tool_call_result("tc-1", "result1"))
+
+        assert result is not None
+        assert len(result) == 1  # Only tool_call_end, no message_end
+        assert result[0].tool_call is not None
+        assert result[0].end is None
+
+    async def test_emits_message_end_on_last_tool_call(self):
+        storage = create_mock_storage()
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+
+        # First result: tc-1 consumed, tc-2 still pending
+        storage.get_value.return_value = {"tc-1": "msg-1", "tc-2": "msg-1"}
+        result1 = await mapper.map_event(make_tool_call_result("tc-1", "r1"))
+        assert result1 is not None
+        assert len(result1) == 1  # no message_end
+
+        # Second result: tc-2 consumed, map now empty for msg-1
+        storage.get_value.return_value = {"tc-2": "msg-1"}
+        result2 = await mapper.map_event(make_tool_call_result("tc-2", "r2"))
+        assert result2 is not None
+        assert len(result2) == 2  # tool_call_end + message_end
+        assert result2[1].end is not None
+
+    async def test_removes_entry_from_storage_after_processing(self):
+        storage = create_mock_storage(initial_map={"tc-1": "msg-1"})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+
+        await mapper.map_event(make_tool_call_result("tc-1", "output"))
+
+        storage.set_value.assert_called_once()
+        call_args = storage.set_value.call_args[0]
+        assert "tc-1" not in call_args[3]
+
+    async def test_returns_none_for_unknown_tool_id(self, caplog):
+        storage = create_mock_storage(initial_map={"tc-other": "msg-1"})
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+
+        import logging
+
+        with caplog.at_level(logging.ERROR):
+            result = await mapper.map_event(make_tool_call_result("tc-unknown", "x"))
+
+        assert result is None
+
+    async def test_returns_none_when_storage_map_is_missing(self, caplog):
+        storage = create_mock_storage(initial_map=None)
+        mapper = UiPathChatMessagesMapper("test-runtime", storage=storage)
+
+        import logging
+
+        with caplog.at_level(logging.ERROR):
+            result = await mapper.map_event(make_tool_call_result("tc-1", "x"))
+
+        assert result is None
+
+
+# ── TestMapEventToolCallResultNoStorage (in-memory fallback) ─────────────────
+
+
+class TestMapEventToolCallResultNoStorage:
+    async def test_resolves_tool_id_from_in_memory_state(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        # Prime in-memory state as if AgentOutput was already processed
+        mapper._tool_id_to_message_id["tc-1"] = "msg-1"
+        mapper._pending_tool_calls["msg-1"] = {"tc-1"}
+
+        result = await mapper.map_event(make_tool_call_result("tc-1", "output"))
+
+        assert result is not None
+        assert result[0].tool_call.tool_call_id == "tc-1"
+        assert result[0].message_id == "msg-1"
+
+    async def test_emits_message_end_when_last_pending_call_resolved(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._tool_id_to_message_id["tc-1"] = "msg-1"
+        mapper._pending_tool_calls["msg-1"] = {"tc-1"}
+
+        result = await mapper.map_event(make_tool_call_result("tc-1", "output"))
+
+        assert result is not None
+        assert len(result) == 2
+        assert result[1].end is not None
+
+    async def test_does_not_emit_message_end_with_pending_calls_remaining(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._tool_id_to_message_id["tc-1"] = "msg-1"
+        mapper._tool_id_to_message_id["tc-2"] = "msg-1"
+        mapper._pending_tool_calls["msg-1"] = {"tc-1", "tc-2"}
+
+        result = await mapper.map_event(make_tool_call_result("tc-1", "r1"))
+
+        assert result is not None
+        assert len(result) == 1  # no message_end
+        # tc-2 still pending
+        assert "tc-2" in mapper._pending_tool_calls.get("msg-1", set())
+
+    async def test_returns_none_for_unknown_tool_id(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        result = await mapper.map_event(make_tool_call_result("unknown", "x"))
+        assert result is None
+
+    async def test_cleans_up_in_memory_state_after_resolution(self):
+        mapper = UiPathChatMessagesMapper("test-runtime")
+        mapper._tool_id_to_message_id["tc-1"] = "msg-1"
+        mapper._pending_tool_calls["msg-1"] = {"tc-1"}
+
+        await mapper.map_event(make_tool_call_result("tc-1", "output"))
+
+        assert "tc-1" not in mapper._tool_id_to_message_id
+        assert "msg-1" not in mapper._pending_tool_calls
+
+
+# ── TestStoragePersistenceAcrossInstances (suspend/resume simulation) ─────────
+
+
+class TestStoragePersistenceAcrossInstances:
+    """Verify that a fresh mapper instance can resolve tool_ids written by a
+    previous instance — the key scenario during workflow suspend/resume."""
+
+    async def test_second_mapper_resolves_tool_id_from_storage(self):
+        # Shared in-memory store keyed by (runtime_id, namespace, key)
+        store: dict[tuple, object] = {}
+
+        async def get_value(runtime_id, namespace, key):
+            return store.get((runtime_id, namespace, key))
+
+        async def set_value(runtime_id, namespace, key, value):
+            store[(runtime_id, namespace, key)] = value
+
+        storage1 = AsyncMock()
+        storage1.get_value.side_effect = get_value
+        storage1.set_value.side_effect = set_value
+
+        storage2 = AsyncMock()
+        storage2.get_value.side_effect = get_value
+        storage2.set_value.side_effect = set_value
+
+        # --- First execution: agent emits a tool call then workflow suspends ---
+        mapper1 = UiPathChatMessagesMapper("run-001", storage=storage1)
+        mapper1._current_message_id = "msg-abc"
+
+        ts = make_tool_selection("tc-xyz", "search_tool", {"query": "foo"})
+        await mapper1.map_event(make_agent_output([ts]))
+
+        # Verify the map was persisted
+        saved = await storage1.get_value(
+            "run-001",
+            STORAGE_NAMESPACE_EVENT_MAPPER,
+            STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+        )
+        assert saved == {"tc-xyz": "msg-abc"}
+
+        # --- Second execution (resume): fresh mapper processes the tool result ---
+        mapper2 = UiPathChatMessagesMapper("run-001", storage=storage2)
+
+        result = await mapper2.map_event(make_tool_call_result("tc-xyz", "found it"))
+
+        assert result is not None
+        assert len(result) == 2  # tool_call_end + message_end
+
+        end_event = result[0]
+        assert end_event.message_id == "msg-abc"
+        assert end_event.tool_call.tool_call_id == "tc-xyz"
+        assert end_event.tool_call.end.output == "found it"
+
+        msg_end = result[1]
+        assert msg_end.message_id == "msg-abc"
+        assert msg_end.end is not None
+
+        # Verify map was cleaned up after resolution
+        remaining = await storage1.get_value(
+            "run-001",
+            STORAGE_NAMESPACE_EVENT_MAPPER,
+            STORAGE_KEY_TOOL_ID_TO_MESSAGE_ID_MAP,
+        )
+        assert remaining == {}
+
+    async def test_multiple_tool_calls_resolved_across_instances(self):
+        store: dict[tuple, object] = {}
+
+        async def get_value(runtime_id, namespace, key):
+            return store.get((runtime_id, namespace, key))
+
+        async def set_value(runtime_id, namespace, key, value):
+            store[(runtime_id, namespace, key)] = value
+
+        def make_storage():
+            s = AsyncMock()
+            s.get_value.side_effect = get_value
+            s.set_value.side_effect = set_value
+            return s
+
+        # First execution: two tool calls written
+        mapper1 = UiPathChatMessagesMapper("run-002", storage=make_storage())
+        mapper1._current_message_id = "msg-multi"
+        ts1 = make_tool_selection("tc-a", "tool_a")
+        ts2 = make_tool_selection("tc-b", "tool_b")
+        await mapper1.map_event(make_agent_output([ts1, ts2]))
+
+        # Resume: first tool result — message still open
+        mapper2 = UiPathChatMessagesMapper("run-002", storage=make_storage())
+        result1 = await mapper2.map_event(make_tool_call_result("tc-a", "result_a"))
+        assert result1 is not None
+        assert len(result1) == 1  # tool_call_end only
+        assert result1[0].end is None
+
+        # Resume: second tool result — message now closed
+        mapper3 = UiPathChatMessagesMapper("run-002", storage=make_storage())
+        result2 = await mapper3.map_event(make_tool_call_result("tc-b", "result_b"))
+        assert result2 is not None
+        assert len(result2) == 2  # tool_call_end + message_end
+        assert result2[1].end is not None
diff --git a/packages/uipath-llamaindex/tests/storage/test_storage.py b/packages/uipath-llamaindex/tests/storage/test_storage.py
index 7d73e14e..256cbbc5 100644
--- a/packages/uipath-llamaindex/tests/storage/test_storage.py
+++ b/packages/uipath-llamaindex/tests/storage/test_storage.py
@@ -629,16 +629,14 @@ class TestErrorHandling:
     async def test_context_with_non_picklable_object(self, tmp_path: Path):
         """Test handling of non-picklable objects in context."""
         db_path = tmp_path / "test.db"
-        storage = SqliteResumableStorage(str(db_path))
-        await storage.setup()
-
-        # Lambda functions are not picklable
-        context = {"func": lambda x: x + 1}
+        async with SqliteResumableStorage(str(db_path)) as storage:
+            # Lambda functions are not picklable
+            context = {"func": lambda x: x + 1}
 
-        with pytest.raises(
-            (AttributeError, TypeError)
-        ):  # pickle.PicklingError or similar
-            await storage.save_context("runtime-1", context)
+            with pytest.raises(
+                (AttributeError, TypeError)
+            ):  # pickle.PicklingError or similar
+                await storage.save_context("runtime-1", context)
 
     @pytest.mark.asyncio
     async def test_multiple_concurrent_operations(self, tmp_path: Path):
@@ -646,39 +644,38 @@ async def test_multiple_concurrent_operations(self, tmp_path: Path):
         import asyncio
 
         db_path = tmp_path / "test.db"
-        storage = SqliteResumableStorage(str(db_path))
-        await storage.setup()
+        async with SqliteResumableStorage(str(db_path)) as storage:
 
-        async def save_trigger(runtime_id: str, key: str):
-            trigger = UiPathResumeTrigger(
-                interrupt_id="interrupt-1",
-                trigger_type=UiPathResumeTriggerType.QUEUE_ITEM,
-                trigger_name=UiPathResumeTriggerName.QUEUE_ITEM.value,
-                item_key=key,
-            )
-            await storage.save_triggers(runtime_id, [trigger])
+            async def save_trigger(runtime_id: str, key: str):
+                trigger = UiPathResumeTrigger(
+                    interrupt_id="interrupt-1",
+                    trigger_type=UiPathResumeTriggerType.QUEUE_ITEM,
+                    trigger_name=UiPathResumeTriggerName.QUEUE_ITEM.value,
+                    item_key=key,
+                )
+                await storage.save_triggers(runtime_id, [trigger])
 
-        # Run multiple saves concurrently
-        await asyncio.gather(
-            save_trigger("runtime-1", "key-1"),
-            save_trigger("runtime-2", "key-2"),
-            save_trigger("runtime-3", "key-3"),
-        )
+            # Run multiple saves concurrently
+            await asyncio.gather(
+                save_trigger("runtime-1", "key-1"),
+                save_trigger("runtime-2", "key-2"),
+                save_trigger("runtime-3", "key-3"),
+            )
 
-        # Verify all were saved
-        trigger1 = await storage.get_triggers("runtime-1")
-        trigger2 = await storage.get_triggers("runtime-2")
-        trigger3 = await storage.get_triggers("runtime-3")
+            # Verify all were saved
+            trigger1 = await storage.get_triggers("runtime-1")
+            trigger2 = await storage.get_triggers("runtime-2")
+            trigger3 = await storage.get_triggers("runtime-3")
 
-        assert trigger1 is not None
-        assert trigger2 is not None
-        assert trigger3 is not None
-        assert trigger1[0] is not None
-        assert trigger2[0] is not None
-        assert trigger3[0] is not None
-        assert trigger1[0].item_key == "key-1"
-        assert trigger2[0].item_key == "key-2"
-        assert trigger3[0].item_key == "key-3"
+            assert trigger1 is not None
+            assert trigger2 is not None
+            assert trigger3 is not None
+            assert trigger1[0] is not None
+            assert trigger2[0] is not None
+            assert trigger3[0] is not None
+            assert trigger1[0].item_key == "key-1"
+            assert trigger2[0].item_key == "key-2"
+            assert trigger3[0].item_key == "key-3"
 
 
 class TestDatabaseSchema:
@@ -688,57 +685,52 @@ class TestDatabaseSchema:
     async def test_runtime_kv_primary_key_constraint(self, tmp_path: Path):
         """Test that runtime_kv primary key constraint works."""
         db_path = tmp_path / "test.db"
-        storage = SqliteResumableStorage(str(db_path))
-        await storage.setup()
-
-        # First insert
-        await storage.set_value("runtime-1", "ns", "key", "value1")
+        async with SqliteResumableStorage(str(db_path)) as storage:
+            # First insert
+            await storage.set_value("runtime-1", "ns", "key", "value1")
 
-        # Second insert with same primary key should update, not fail
-        await storage.set_value("runtime-1", "ns", "key", "value2")
+            # Second insert with same primary key should update, not fail
+            await storage.set_value("runtime-1", "ns", "key", "value2")
 
-        value = await storage.get_value("runtime-1", "ns", "key")
-        assert value == "value2"
+            value = await storage.get_value("runtime-1", "ns", "key")
+            assert value == "value2"
 
     @pytest.mark.asyncio
     async def test_workflow_contexts_primary_key_constraint(self, tmp_path: Path):
         """Test that workflow_contexts primary key constraint works."""
         db_path = tmp_path / "test.db"
-        storage = SqliteResumableStorage(str(db_path))
-        await storage.setup()
-
-        # First save
-        await storage.save_context("runtime-1", {"step": 1})
+        async with SqliteResumableStorage(str(db_path)) as storage:
+            # First save
+            await storage.save_context("runtime-1", {"step": 1})
 
-        # Second save with same runtime_id should update, not fail
-        await storage.save_context("runtime-1", {"step": 2})
+            # Second save with same runtime_id should update, not fail
+            await storage.save_context("runtime-1", {"step": 2})
 
-        context = await storage.load_context("runtime-1")
-        assert context == {"step": 2}
+            context = await storage.load_context("runtime-1")
+            assert context == {"step": 2}
 
     @pytest.mark.asyncio
     async def test_resume_triggers_autoincrement(self, tmp_path: Path):
         """Test that resume_triggers id autoincrement works."""
         db_path = tmp_path / "test.db"
-        storage = SqliteResumableStorage(str(db_path))
-        await storage.setup()
-
-        trigger1 = UiPathResumeTrigger(
-            interrupt_id="interrupt-1",
-            trigger_type=UiPathResumeTriggerType.QUEUE_ITEM,
-            trigger_name=UiPathResumeTriggerName.QUEUE_ITEM.value,
-            item_key="key-1",
-        )
-        trigger2 = UiPathResumeTrigger(
-            interrupt_id="interrupt-2",
-            trigger_type=UiPathResumeTriggerType.QUEUE_ITEM,
-            trigger_name=UiPathResumeTriggerName.QUEUE_ITEM.value,
-            item_key="key-2",
-        )
 
-        await storage.save_triggers("runtime-1", [trigger1, trigger2])
+        async with SqliteResumableStorage(str(db_path)) as storage:
+            trigger1 = UiPathResumeTrigger(
+                interrupt_id="interrupt-1",
+                trigger_type=UiPathResumeTriggerType.QUEUE_ITEM,
+                trigger_name=UiPathResumeTriggerName.QUEUE_ITEM.value,
+                item_key="key-1",
+            )
+            trigger2 = UiPathResumeTrigger(
+                interrupt_id="interrupt-2",
+                trigger_type=UiPathResumeTriggerType.QUEUE_ITEM,
+                trigger_name=UiPathResumeTriggerName.QUEUE_ITEM.value,
+                item_key="key-2",
+            )
+            await storage.save_triggers("runtime-1", [trigger1, trigger2])
 
-        # Verify both were saved (autoincrement allowed multiple rows)
+        # Verify both were saved (autoincrement allowed multiple rows).
+        # Open a fresh connection after the storage is disposed to avoid locking.
         async with aiosqlite.connect(str(db_path)) as conn:
             cursor = await conn.execute(
                 "SELECT COUNT(*) FROM resume_triggers WHERE runtime_id = ?",
diff --git a/packages/uipath-llamaindex/uv.lock b/packages/uipath-llamaindex/uv.lock
index 929f85a7..8f751a96 100644
--- a/packages/uipath-llamaindex/uv.lock
+++ b/packages/uipath-llamaindex/uv.lock
@@ -62,7 +62,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.13.2"
+version = "3.13.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -73,93 +73,93 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
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-wheels = [
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