diff --git a/.github/workflows/continous-integration.yml b/.github/workflows/continous-integration.yml
index 9f2242b..46cc16e 100644
--- a/.github/workflows/continous-integration.yml
+++ b/.github/workflows/continous-integration.yml
@@ -184,6 +184,7 @@ jobs:
         make test-passing
 
     - name: Run e2e flaky tests
+      if: always()
       env:
         OPENAI_API_KEY: ${{secrets.OPENAI_API_KEY}}
         RASA_PRO_LICENSE: ${{secrets.RASA_PRO_LICENSE}}
@@ -193,6 +194,7 @@ jobs:
         make test-flaky || true
 
     - name: Run e2e failing tests
+      if: always()
       env:
         OPENAI_API_KEY: ${{secrets.OPENAI_API_KEY}}
         RASA_PRO_LICENSE: ${{secrets.RASA_PRO_LICENSE}}
diff --git a/.gitignore b/.gitignore
index 4ec0ecc..5980206 100644
--- a/.gitignore
+++ b/.gitignore
@@ -137,3 +137,5 @@ dmypy.json
 models/
 .config/
 .keras/
+prompts/
+tests/
diff --git a/actions/order_pizza.py b/actions/order_pizza.py
index a2dd291..00c7640 100644
--- a/actions/order_pizza.py
+++ b/actions/order_pizza.py
@@ -51,7 +51,8 @@ def run(self, dispatcher: CollectingDispatcher,
         )
         return [SlotSet("confirmation_order", None), SlotSet("correct_order", True)]
 
-class ActionShowVacancie(Action):
+
+class ActionShowVacancies(Action):
 
     def name(self) -> str:
         return "action_show_vacancies"
@@ -73,3 +74,16 @@ def run(self, dispatcher: CollectingDispatcher,
                 text="We don't have any vacancies at the moment in that department. Please check back later."
             )
         return []
+
+
+class ActionCorrectAddress(Action):
+
+        def name(self) -> str:
+            return "action_correct_address"
+
+        def run(self, dispatcher: CollectingDispatcher,
+                tracker: Tracker, domain: Dict[str, Any]):
+            dispatcher.utter_message(
+                text="I'm sorry about that. Let's correct your address. Please confirm your new address?"
+            )
+            return [SlotSet("address", None)]
diff --git a/actions/search_hotel.py b/actions/search_hotel.py
index 33fe20d..f2ddb26 100644
--- a/actions/search_hotel.py
+++ b/actions/search_hotel.py
@@ -32,4 +32,7 @@ async def run(
                 returned through the endpoint
         """
 
-        return [SlotSet("hotel_name", "Shadyside Inn"), SlotSet("hotel_average_rating", 2)]
+        metadata = tracker.latest_message.get("metadata", {})
+        hotel_name = metadata.get("hotel_name", "Shadyside Inn")
+        hotel_average_rating = metadata.get("hotel_average_rating", 2)
+        return [SlotSet("hotel_name", hotel_name), SlotSet("hotel_average_rating", hotel_average_rating)]
diff --git a/config.yml b/config.yml
index 7440579..15e8550 100644
--- a/config.yml
+++ b/config.yml
@@ -41,13 +41,14 @@ pipeline:
       openai_api_base: "https://devtribe-testing-canada-east.openai.azure.com/"
       openai_api_type: azure
       openai_api_version: "2024-02-01"
-  llm:
-    model_name: "gpt-35-turbo"
-    engine: "test-gpt-35-turbo"
-    api_type: "azure"
-    api_version: "2024-02-01"
-    openai_api_base: "https://devtribe-testing-canada-east.openai.azure.com/"
-    request_timeout: 7
+#- name: SingleStepLLMCommandGenerator
+#  llm:
+#    model_name: "gpt-35-turbo"
+#    engine: "test-gpt-35-turbo"
+#    api_type: "azure"
+#    api_version: "2024-02-01"
+#    openai_api_base: "https://devtribe-testing-canada-east.openai.azure.com/"
+#    request_timeout: 7
 
 policies:
 - name: RulePolicy
diff --git a/data/flows/nlu.yml b/data/flows/nlu.yml
index eaee52a..befe373 100644
--- a/data/flows/nlu.yml
+++ b/data/flows/nlu.yml
@@ -119,7 +119,7 @@ nlu:
       - Remove an entry from my contact list.
       - Help me delete a contact permanently.
 
-  - intent: inform_pizza
+  - intent: request_pizza
     examples: |
       - Can i get a pizza please?
       - I would like to order a pizza.
@@ -130,6 +130,25 @@ nlu:
       - I would like to order a [diavola](pizza_type) pizza.
       - I would like to order a [quattro formaggi](pizza_type) pizza.
 
+  - intent: inform_pizza_type
+    examples: |
+      - [margherita](pizza_type)
+      - [pepperoni](pizza_type)
+      - [vegetarian](pizza_type)
+      - [hawaiian](pizza_type)
+      - [diavola](pizza_type)
+      - [quattro formaggi](pizza_type)
+      - a [margherita](pizza_type) pizza
+      - a [pepperoni](pizza_type) pizza
+      - a [vegetarian](pizza_type) pizza
+      - a [hawaiian](pizza_type) pizza
+      - a [diavola](pizza_type) pizza
+      - a [quattro formaggi](pizza_type) and a [margherita](pizza_type) pizza
+      - a [quattro formaggi](pizza_type) and a [pepperoni](pizza_type) pizza
+      - a [quattro formaggi](pizza_type) and a [vegetarian](pizza_type) pizza
+      - a [quattro formaggi](pizza_type) and a [hawaiian](pizza_type) pizza
+      - a [quattro formaggi](pizza_type) and a [diavola](pizza_type) pizza
+
   - intent: inform_address
     examples: |
       - 1234 Main Street
@@ -146,22 +165,6 @@ nlu:
       - [3](number) pizzas
       - [4](number) pizzas
 
-  - intent: ask_availability
-    examples: |
-      - Do you have any pizzas left?
-      - Are there any [diavola](pizza_type) pizzas in stock?
-      - Can I still order a [margherita](pizza_type) pizza?
-      - Are there any pizzas available for delivery?
-      - Can I order a pizza now?
-      - Do you have any pizzas available for delivery?
-      - Can I still get a pizza delivered?
-      - Are there any pizzas left for delivery?
-      - Can I order a pizza for delivery now?
-      - Do you have any [margherita](pizza_type) pizzas available for takeout?
-      - Can I still get a [pepperoni](pizza_type) pizza for takeout?
-      - Are there any pizzas left for takeout?
-      - Can I order a [diavola](pizza_type) pizza for takeout now?
-
   - intent: correct_order
     examples: |
       - I actually need to update my order.
@@ -199,6 +202,14 @@ nlu:
         - Actually, can i get a [diavola](pizza_type) instead.
         - Actually, can i get a [quattro formaggi](pizza_type) instead.
 
+  - intent: correct_address
+    examples: |
+      - I actually want to change the delivery address to 13 Pine Road.
+      - actually can i get the pizza delivered to 13 Pine Road.
+      - I made a mistake and need to update my delivery address first to 43 Elm Street.
+      - Send the pizza to 25 Maple Avenue instead.
+      - I need to update the delivery address to 59 Oak Drive.
+
   - intent: correct_payment_option
     examples: |
       - Can I pay with credit card instead?
diff --git a/data/flows/order_pizza.yml b/data/flows/order_pizza.yml
index c11c0eb..97c0975 100644
--- a/data/flows/order_pizza.yml
+++ b/data/flows/order_pizza.yml
@@ -4,7 +4,7 @@ flows:
     description: user asks for a pizza
     nlu_trigger:
     - intent:
-        name: inform_pizza
+        name: request_pizza
         confidence_threshold: 0.5
     steps:
     - call: fill_pizza_order
@@ -48,6 +48,7 @@ flows:
       - collect: address
       - collect: confirmation_order
         reset_after_flow_ends: False
+        ask_before_filling: True
 
   use_membership_points:
     if: False
@@ -73,6 +74,17 @@ flows:
       - collect: correct_order
       - call: fill_pizza_order
 
+  correct_address:
+    name: correct_address
+    description: user wants to correct the delivery address
+    nlu_trigger:
+    - intent:
+        name: correct_address
+        confidence_threshold: 0.7
+    steps:
+      - action: action_correct_address
+      - call: fill_pizza_order
+
   job_vacancies:
     name: job vacancies
     description: user asks for job vacancies
diff --git a/domain/flows/order_pizza.yml b/domain/flows/order_pizza.yml
index 018c9dd..6210b05 100644
--- a/domain/flows/order_pizza.yml
+++ b/domain/flows/order_pizza.yml
@@ -2,20 +2,20 @@ version: "3.1"
 
 intents:
   - greet
-  - inform_pizza
+  - request_pizza
+  - inform_pizza_type
   - inform_address
   - inform_num_pizza
-  - ask_availability
   - correct_order
   - correct_num_pizza
   - correct_pizza_type
+  - correct_address
   - correct_payment_option
   - affirm
   - deny
 
 entities:
   - pizza_type
-  - address
   - department
 
 slots:
@@ -126,3 +126,4 @@ actions:
   - action_check_points
   - action_ask_correct_order
   - action_show_vacancies
+  - action_correct_address
diff --git a/domain/flows/patterns.yml b/domain/flows/patterns.yml
index d606c9f..de62b6d 100644
--- a/domain/flows/patterns.yml
+++ b/domain/flows/patterns.yml
@@ -10,9 +10,9 @@ responses:
   utter_ask_confirm_slot_correction:
     - text: "Do you want to update the {{ context.corrected_slots.keys()|join(', ') }}?"
       buttons:
-        - payload: yes
+        - payload: /SetSlots(confirm_slot_correction=true)
           title: "Yes"
-        - payload: no
+        - payload: /SetSlots(confirm_slot_correction=false)
           title: "No, please keep the previous information"
       metadata:
         rephrase: True
diff --git a/domain/nlu-based/restaurant.yml b/domain/nlu-based/restaurant.yml
index efe322a..5e9162a 100644
--- a/domain/nlu-based/restaurant.yml
+++ b/domain/nlu-based/restaurant.yml
@@ -39,8 +39,6 @@ slots:
     mappings:
     - type: from_entity
       entity: number
-      conditions:
-        - active_loop: restaurant_form
   restaurant_name:
     type: text
     mappings:
@@ -51,8 +49,6 @@ slots:
     mappings:
     - type: from_entity
       entity: time
-      conditions:
-        - active_loop: restaurant_form
 
 actions:
   - action_list_restaurants
diff --git a/e2e_tests/passing/corrections/user_cancels_correction.yml b/e2e_tests/passing/corrections/user_cancels_correction.yml
index b3f0efb..74b2994 100644
--- a/e2e_tests/passing/corrections/user_cancels_correction.yml
+++ b/e2e_tests/passing/corrections/user_cancels_correction.yml
@@ -9,7 +9,7 @@ test_cases:
       - utter: utter_ask_transfer_money_final_confirmation
       - user: Ah wait I think I actually owe him 60
       - utter: utter_ask_confirm_slot_correction
-      - user: "No"
+      - user: /SetSlots(confirm_slot_correction=false)
       - utter: utter_not_corrected_previous_input
       - utter: utter_ask_transfer_money_final_confirmation
       - user: "Yes"
diff --git a/e2e_tests/passing/corrections/user_corrects_a_branching_slot.yml b/e2e_tests/passing/corrections/user_corrects_a_branching_slot.yml
index ae3cb11..7162ab5 100644
--- a/e2e_tests/passing/corrections/user_corrects_a_branching_slot.yml
+++ b/e2e_tests/passing/corrections/user_corrects_a_branching_slot.yml
@@ -11,7 +11,7 @@ test_cases:
       - utter: utter_ask_verify_account_sufficient_california_income
       - user: sorry, I need to correct the previous input
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - utter: utter_corrected_previous_input
       - slot_was_set:
           - based_in_california
diff --git a/e2e_tests/passing/corrections/user_corrects_amount_of_money_in_the_next_message.yml b/e2e_tests/passing/corrections/user_corrects_amount_of_money_in_the_next_message.yml
index 00bbb5f..4a48e62 100644
--- a/e2e_tests/passing/corrections/user_corrects_amount_of_money_in_the_next_message.yml
+++ b/e2e_tests/passing/corrections/user_corrects_amount_of_money_in_the_next_message.yml
@@ -15,7 +15,7 @@ test_cases:
       - utter: utter_ask_transfer_money_final_confirmation
       - user: Ah, scratch that, I meant 110$
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - slot_was_set:
           - transfer_money_amount_of_money: "110"
       - utter: utter_corrected_previous_input
diff --git a/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_first.yml b/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_first.yml
index b81c028..31b8fd6 100644
--- a/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_first.yml
+++ b/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_first.yml
@@ -15,7 +15,7 @@ test_cases:
       - utter: utter_ask_transfer_money_final_confirmation
       - user: Ah, not 50, I meant 55
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - slot_was_set:
           - transfer_money_amount_of_money: "55"
       - utter: utter_corrected_previous_input
diff --git a/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_last.yml b/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_last.yml
index fff76c9..adcbe8f 100644
--- a/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_last.yml
+++ b/e2e_tests/passing/corrections/user_corrects_mentioning_old_value_last.yml
@@ -11,7 +11,7 @@ test_cases:
       - utter: utter_ask_transfer_money_amount_of_money
       - user: Sorry, I meant to say Jimmy, not John
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - slot_was_set:
           - transfer_money_recipient: Jimmy
       - utter: utter_corrected_previous_input
diff --git a/e2e_tests/passing/corrections/user_corrects_recipient_in_the_next_message.yml b/e2e_tests/passing/corrections/user_corrects_recipient_in_the_next_message.yml
index 3e04871..bd9db25 100644
--- a/e2e_tests/passing/corrections/user_corrects_recipient_in_the_next_message.yml
+++ b/e2e_tests/passing/corrections/user_corrects_recipient_in_the_next_message.yml
@@ -11,7 +11,7 @@ test_cases:
       - utter: utter_ask_transfer_money_amount_of_money
       - user: Sorry, I meant to say Joe
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - slot_was_set:
           - transfer_money_recipient: Joe
       - utter: utter_corrected_previous_input
diff --git a/e2e_tests/passing/corrections/user_corrects_recipient_late.yml b/e2e_tests/passing/corrections/user_corrects_recipient_late.yml
index 2f2a18a..6e9459c 100644
--- a/e2e_tests/passing/corrections/user_corrects_recipient_late.yml
+++ b/e2e_tests/passing/corrections/user_corrects_recipient_late.yml
@@ -15,7 +15,7 @@ test_cases:
       - utter: utter_ask_transfer_money_final_confirmation
       - user:  Oh wait, I want to send it to James!
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - slot_was_set:
           - transfer_money_recipient: James
       - utter: utter_corrected_previous_input
diff --git a/e2e_tests/passing/corrections/user_corrects_slot_with_nlu_based_mapping.yml b/e2e_tests/passing/corrections/user_corrects_slot_with_nlu_based_mapping.yml
index dbde9c9..bc271f4 100644
--- a/e2e_tests/passing/corrections/user_corrects_slot_with_nlu_based_mapping.yml
+++ b/e2e_tests/passing/corrections/user_corrects_slot_with_nlu_based_mapping.yml
@@ -11,8 +11,10 @@ test_cases:
       - utter: utter_ask_payment_option
       - user: actually can i get 2 pizzas instead
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - utter: utter_corrected_previous_input
+      - utter: utter_confirm
+      - user: /SetSlots(confirmation_order=True)
       - utter: utter_ask_payment_option
 
   - test_case: user_orders_pizza_stating_which_type_and_corrects_pizza_type_later
@@ -27,8 +29,29 @@ test_cases:
       - utter: utter_ask_payment_option
       - user: actually can i get a margherita instead
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - utter: utter_corrected_previous_input
+      - utter: utter_confirm
+      - user: /SetSlots(confirmation_order=True)
+      - utter: utter_ask_payment_option
+
+  - test_case: user_orders_pizza_stating_which_type_and_corrects_address_later
+    steps:
+      - user: I would like to order a diavola pizza.
+      - utter: utter_ask_num_pizza
+      - user: 1 please
+      - utter: utter_ask_address
+      - user: 31 Pine Road
+      - utter: utter_confirm
+      - user: /SetSlots(confirmation_order=True)
+      - utter: utter_ask_payment_option
+      - user: wait, i meant to say the pizza should be delivered to 13 Pine Road.
+      - bot: "I'm sorry about that. Let's correct your address. Please confirm your new address?"
+      - utter: utter_ask_address
+      - user: 13 Pine Road
+      - utter: utter_confirm
+      - user: /SetSlots(confirmation_order=True)
+      - utter: utter_flow_continue_interrupted
       - utter: utter_ask_payment_option
 
   - test_case: user_orders_pizza_stating_which_type_and_corrects_payment_option_later
@@ -45,7 +68,7 @@ test_cases:
       - utter: utter_ask_user_name
       - user: actually can i pay with a credit card
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - utter: utter_corrected_previous_input
       - utter: utter_ask_card_details
 
@@ -61,9 +84,11 @@ test_cases:
       - utter: utter_ask_payment_option
       - user: actually, i made a mistake and need to update my delivery address first.
       - bot: "I'm sorry about that. Let's correct your order. What would you like to change?"
-        # TODO: ideal place to test next buttons feature in e2e testing
+        # TODO: ideal place to assert planned buttons feature in e2e testing
       - user: /SetSlots(address=null)
-# FIXME: To uncomment once ATO-2553 is fixed
-#      - utter: utter_ask_address
-#      - user: 3 Pine Road
-#      - utter: utter_confirm
\ No newline at end of file
+      - utter: utter_ask_address
+      - user: 3 Pine Road
+      - utter: utter_confirm
+      - user: /SetSlots(confirmation_order=True)
+      - utter: utter_flow_continue_interrupted
+      - utter: utter_ask_payment_option
diff --git a/e2e_tests/passing/corrections/user_corrects_string_slot.yml b/e2e_tests/passing/corrections/user_corrects_string_slot.yml
index 9aa1f9c..3009985 100644
--- a/e2e_tests/passing/corrections/user_corrects_string_slot.yml
+++ b/e2e_tests/passing/corrections/user_corrects_string_slot.yml
@@ -16,7 +16,7 @@ test_cases:
       - utter: utter_ask_add_contact_confirmation
       - user: Ah, please use Spidey as the name
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - utter: utter_corrected_previous_input
       - utter: utter_ask_add_contact_confirmation
       - user: "yes"
diff --git a/e2e_tests/passing/corrections/user_corrects_twice_in_row.yml b/e2e_tests/passing/corrections/user_corrects_twice_in_row.yml
index 5c2d91f..8edd05a 100644
--- a/e2e_tests/passing/corrections/user_corrects_twice_in_row.yml
+++ b/e2e_tests/passing/corrections/user_corrects_twice_in_row.yml
@@ -9,7 +9,7 @@ test_cases:
       - utter: utter_ask_confirm_slot_correction
       - user: damn, should be Alex
       - utter: utter_ask_confirm_slot_correction
-      - user: "Yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - slot_was_set:
           - transfer_money_recipient: Alex
       - utter: utter_corrected_previous_input
diff --git a/e2e_tests/passing/corrections/user_resets_a_slot_by_slot_name.yml b/e2e_tests/passing/corrections/user_resets_a_slot_by_slot_name.yml
index 982d60b..a8c08bd 100644
--- a/e2e_tests/passing/corrections/user_resets_a_slot_by_slot_name.yml
+++ b/e2e_tests/passing/corrections/user_resets_a_slot_by_slot_name.yml
@@ -9,7 +9,7 @@ test_cases:
       - utter: utter_ask_transfer_money_final_confirmation
       - user: I want to change the recipient
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - utter: utter_corrected_previous_input
       - utter: utter_ask_transfer_money_recipient
       - user: Eliza
diff --git a/e2e_tests/passing/corrections/user_resets_a_slot_by_value.yml b/e2e_tests/passing/corrections/user_resets_a_slot_by_value.yml
index 34d9409..3ce8cfa 100644
--- a/e2e_tests/passing/corrections/user_resets_a_slot_by_value.yml
+++ b/e2e_tests/passing/corrections/user_resets_a_slot_by_value.yml
@@ -7,7 +7,7 @@ test_cases:
       - utter: utter_ask_transfer_money_amount_of_money
       - user: Sorry, I didn't mean John
       - utter: utter_ask_confirm_slot_correction
-      - user: "yes"
+      - user: /SetSlots(confirm_slot_correction=true)
       - utter: utter_corrected_previous_input
       - utter: utter_ask_transfer_money_recipient
       - user: to Joe
diff --git a/e2e_tests/passing/happy_path/user_search_hotel.yml b/e2e_tests/passing/happy_path/user_search_hotel.yml
new file mode 100644
index 0000000..47a8d05
--- /dev/null
+++ b/e2e_tests/passing/happy_path/user_search_hotel.yml
@@ -0,0 +1,43 @@
+metadata:
+  - german_hotel_search:
+      hotel_name: Steigenberger Hotel
+      hotel_average_rating: 3
+  - uk_hotel_search:
+      hotel_name: Britannia International Hotel
+      hotel_average_rating: 4
+  - updated_rating:
+      hotel_average_rating: 8.5
+
+test_cases:
+  - test_case: user searches for hotels with no metadata
+    steps:
+      - user: I want to search for hotels
+      - slot_was_set:
+          - hotel_name: "Shadyside Inn"
+          - hotel_average_rating: 2
+      - utter: utter_hotel_inform_rating
+  - test_case: user searches for hotels with test_case metadata
+    metadata: german_hotel_search
+    steps:
+      - user: I want to search for hotels
+      - slot_was_set:
+          - hotel_name: "Steigenberger Hotel"
+          - hotel_average_rating: 3
+      - utter: utter_hotel_inform_rating
+  - test_case: user searches for hotels with user step metadata
+    steps:
+      - user: I want to search for hotels
+        metadata: uk_hotel_search
+      - slot_was_set:
+          - hotel_name: "Britannia International Hotel"
+          - hotel_average_rating: 4
+      - utter: utter_hotel_inform_rating
+  - test_case: user searches for hotels with test_case and user step metadata
+    metadata: german_hotel_search
+    steps:
+      - user: I want to search for hotels
+        metadata: updated_rating
+      - slot_was_set:
+          - hotel_name: "Steigenberger Hotel"
+          - hotel_average_rating: 8.5
+      - utter: utter_hotel_inform_rating
diff --git a/poetry.lock b/poetry.lock
index a7f7a68..ce3b2ba 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -31,13 +31,13 @@ develop = ["aiomisc (>=16.0,<17.0)", "coverage (!=4.3)", "coveralls", "nox", "py
 
 [[package]]
 name = "aiofiles"
-version = "23.2.1"
+version = "24.1.0"
 description = "File support for asyncio."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"},
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+    {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
+    {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
 ]
 
 [[package]]
@@ -466,17 +466,17 @@ numpy = [
 
 [[package]]
 name = "boto3"
-version = "1.34.130"
+version = "1.34.134"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.130-py3-none-any.whl", hash = "sha256:c163fb7135a94e7b8c8c478a44071c843f05e212fa4bec3105f8a437ecbf1bcb"},
-    {file = "boto3-1.34.130.tar.gz", hash = "sha256:b781d267dd5e7583966e05697f6bd45e2f46c01dc619ba0860b042963ee69296"},
+    {file = "boto3-1.34.134-py3-none-any.whl", hash = "sha256:342782c02ff077aae118c9c61179eed95c585831fba666baacc5588ff04aa6e1"},
+    {file = "boto3-1.34.134.tar.gz", hash = "sha256:f6d6e5b0c9ab022a75373fa16c01f0cd54bc1bb64ef3b6ac64ac7cedd56cbe9c"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.130,<1.35.0"
+botocore = ">=1.34.134,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -485,13 +485,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.130"
+version = "1.34.134"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "botocore-1.34.134-py3-none-any.whl", hash = "sha256:45219e00639755f92569b29f8f279d5dde721494791412c1f7026a3779e8d9f4"},
+    {file = "botocore-1.34.134.tar.gz", hash = "sha256:e29c299599426ed16dd2d4c1e20eef784f96b15e1850ebbc59a3250959285b95"},
 ]
 
 [package.dependencies]
@@ -1222,41 +1222,42 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "faiss-cpu"
-version = "1.8.0"
+version = "1.8.0.post1"
 description = "A library for efficient similarity search and clustering of dense vectors."
 optional = false
 python-versions = ">=3.8"
 files = [
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-
-[package.dependencies]
-numpy = "*"
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+]
+
+[package.dependencies]
+numpy = ">=1.0,<2.0"
+packaging = "*"
 
 [[package]]
 name = "faker"
@@ -1289,13 +1290,13 @@ requests = ">=2.0"
 
 [[package]]
 name = "filelock"
-version = "3.15.3"
+version = "3.15.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.15.3-py3-none-any.whl", hash = "sha256:0151273e5b5d6cf753a61ec83b3a9b7d8821c39ae9af9d7ecf2f9e2f17404103"},
-    {file = "filelock-3.15.3.tar.gz", hash = "sha256:e1199bf5194a2277273dacd50269f0d87d0682088a3c561c15674ea9005d8635"},
+    {file = "filelock-3.15.4-py3-none-any.whl", hash = "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"},
+    {file = "filelock-3.15.4.tar.gz", hash = "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb"},
 ]
 
 [package.extras]
@@ -1481,13 +1482,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.6.0"
+version = "2024.6.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2024.6.0-py3-none-any.whl", hash = "sha256:58d7122eb8a1a46f7f13453187bfea4972d66bf01618d37366521b1998034cee"},
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+    {file = "fsspec-2024.6.1-py3-none-any.whl", hash = "sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e"},
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 ]
 
 [package.extras]
@@ -2975,6 +2976,7 @@ python-versions = ">=3.7"
 files = [
     {file = "milvus_lite-2.4.7-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:c828190118b104b05b8c8e0b5a4147811c86b54b8fb67bc2e726ad10fc0b544e"},
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 ]
 
@@ -3354,13 +3356,13 @@ wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.15.0"
+version = "1.16.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "opentelemetry_api-1.16.0-py3-none-any.whl", hash = "sha256:79e8f0cf88dbdd36b6abf175d2092af1efcaa2e71552d0d2b3b181a9707bf4bc"},
+    {file = "opentelemetry_api-1.16.0.tar.gz", hash = "sha256:4b0e895a3b1f5e1908043ebe492d33e33f9ccdbe6d02d3994c2f8721a63ddddb"},
 ]
 
 [package.dependencies]
@@ -3490,30 +3492,30 @@ protobuf = ">=3.19,<5.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.15.0"
+version = "1.16.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "opentelemetry_sdk-1.15.0-py3-none-any.whl", hash = "sha256:555c533e9837766119bbccc7a80458c9971d853a6f1da683a2246cd5e53b4645"},
-    {file = "opentelemetry_sdk-1.15.0.tar.gz", hash = "sha256:98dbffcfeebcbff12c0c974292d6ea603180a145904cf838b1fe4d5c99078425"},
+    {file = "opentelemetry_sdk-1.16.0-py3-none-any.whl", hash = "sha256:15f03915eec4839f885a5e6ed959cde59b8690c8c012d07c95b4b138c98dc43f"},
+    {file = "opentelemetry_sdk-1.16.0.tar.gz", hash = "sha256:4d3bb91e9e209dbeea773b5565d901da4f76a29bf9dbc1c9500be3cabb239a4e"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.15.0"
-opentelemetry-semantic-conventions = "0.36b0"
+opentelemetry-api = "1.16.0"
+opentelemetry-semantic-conventions = "0.37b0"
 setuptools = ">=16.0"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.36b0"
+version = "0.37b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "opentelemetry_semantic_conventions-0.36b0-py3-none-any.whl", hash = "sha256:adc05635e87b9d3e007c9f530eed487fc3ef2177d02f82f674f28ebf9aff8243"},
-    {file = "opentelemetry_semantic_conventions-0.36b0.tar.gz", hash = "sha256:829dc221795467d98b773c04096e29be038d77526dc8d6ac76f546fb6279bf01"},
+    {file = "opentelemetry_semantic_conventions-0.37b0-py3-none-any.whl", hash = "sha256:462982278a42dab01f68641cd89f8460fe1f93e87c68a012a76fb426dcdba5ee"},
+    {file = "opentelemetry_semantic_conventions-0.37b0.tar.gz", hash = "sha256:087ce2e248e42f3ffe4d9fa2303111de72bb93baa06a0f4655980bc1557c4228"},
 ]
 
 [[package]]
@@ -3797,13 +3799,13 @@ files = [
 
 [[package]]
 name = "portalocker"
-version = "2.8.2"
+version = "2.10.0"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "portalocker-2.8.2-py3-none-any.whl", hash = "sha256:cfb86acc09b9aa7c3b43594e19be1345b9d16af3feb08bf92f23d4dce513a28e"},
-    {file = "portalocker-2.8.2.tar.gz", hash = "sha256:2b035aa7828e46c58e9b31390ee1f169b98e1066ab10b9a6a861fe7e25ee4f33"},
+    {file = "portalocker-2.10.0-py3-none-any.whl", hash = "sha256:48944147b2cd42520549bc1bb8fe44e220296e56f7c3d551bc6ecce69d9b0de1"},
+    {file = "portalocker-2.10.0.tar.gz", hash = "sha256:49de8bc0a2f68ca98bf9e219c81a3e6b27097c7bf505a87c5a112ce1aaeb9b81"},
 ]
 
 [package.dependencies]
@@ -4771,13 +4773,13 @@ fire = "*"
 
 [[package]]
 name = "rasa-pro"
-version = "3.9.0rc1"
+version = "3.9.0rc3"
 description = "State-of-the-art open-core Conversational AI framework for Enterprises that natively leverages generative AI for effortless assistant development."
 optional = false
 python-versions = ">=3.8.1,<3.11"
 files = [
-    {file = "rasa_pro-3.9.0rc1-py3-none-any.whl", hash = "sha256:95328a73c8e5ab307a287a72f1bb507d690f8088ba1bdc685fdbc051b6bce289"},
-    {file = "rasa_pro-3.9.0rc1.tar.gz", hash = "sha256:1f2457a7878871fced66ce69227b1b0a1808b6d396bc6c9a1818fd38fadba0da"},
+    {file = "rasa_pro-3.9.0rc3-py3-none-any.whl", hash = "sha256:b6a17bf0f953333f16db47e38a8faa53d216ea2076f1b03a5d9b77fee2054428"},
+    {file = "rasa_pro-3.9.0rc3.tar.gz", hash = "sha256:d5e8f999abb816092c50bb6583d367afd1702a4266472c073a07222c74e6f60a"},
 ]
 
 [package.dependencies]
@@ -4823,10 +4825,10 @@ numpy = [
     {version = ">=1.23.5,<1.25.0", markers = "sys_platform != \"win32\" and python_version >= \"3.8\" and python_version < \"3.11\" or platform_python_implementation == \"PyPy\" and python_version >= \"3.8\" and python_version < \"3.11\""},
 ]
 openai = ">=0.28.1,<0.29.0"
-opentelemetry-api = ">=1.15.0,<1.16.0"
+opentelemetry-api = ">=1.16.0,<1.17.0"
 opentelemetry-exporter-jaeger = ">=1.15.0,<1.16.0"
 opentelemetry-exporter-otlp = ">=1.15.0,<1.16.0"
-opentelemetry-sdk = ">=1.15.0,<1.16.0"
+opentelemetry-sdk = ">=1.16.0,<1.17.0"
 packaging = ">=21.3,<21.4"
 pep440-version-utils = ">=1.1.0,<1.2.0"
 pluggy = ">=1.2.0,<2.0.0"
@@ -4855,7 +4857,7 @@ pyyaml = ">=6.0"
 qdrant-client = ">=1.9.0,<2.0.0"
 questionary = ">=1.10.0,<2.1.0"
 randomname = ">=0.2.1,<0.3.0"
-rasa-sdk = "3.9.0rc1"
+rasa-sdk = "3.9.0rc3"
 redis = ">=4.6.0,<6.0"
 regex = ">=2022.10.31,<2022.11"
 requests = ">=2.31.0,<2.32.0"
@@ -4914,23 +4916,23 @@ reference = "rasa-pro"
 
 [[package]]
 name = "rasa-sdk"
-version = "3.9.0rc1"
+version = "3.9.0rc3"
 description = "Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants"
 optional = false
 python-versions = "<3.11,>=3.8"
 files = [
-    {file = "rasa_sdk-3.9.0rc1-py3-none-any.whl", hash = "sha256:8c2755a0b002c814d9093a8a1c98a2ee0500c95aea478c2f5df23fa7431fe3c7"},
-    {file = "rasa_sdk-3.9.0rc1.tar.gz", hash = "sha256:ff9433112fcb2a54bd07699fa1cd46937ccf90a7b5c686a1899be68f3e04190e"},
+    {file = "rasa_sdk-3.9.0rc3-py3-none-any.whl", hash = "sha256:b1ec7d28f6e8b7fda25ea8675b4268848dea734952fe99efbd6eb439ae149475"},
+    {file = "rasa_sdk-3.9.0rc3.tar.gz", hash = "sha256:7eac5a6df991659deac189b6495eae5595f8bb64f9b20301432001bfad1d76a4"},
 ]
 
 [package.dependencies]
 coloredlogs = ">=10,<16"
 grpcio = "1.59.3"
 grpcio-tools = "1.56.2"
-opentelemetry-api = ">=1.15.0,<1.16.0"
+opentelemetry-api = "1.16.0"
 opentelemetry-exporter-jaeger = ">=1.15.0,<1.16.0"
 opentelemetry-exporter-otlp = ">=1.15.0,<1.16.0"
-opentelemetry-sdk = ">=1.15.0,<1.16.0"
+opentelemetry-sdk = "1.16.0"
 pluggy = ">=1.0.0,<2.0.0"
 prompt-toolkit = ">=3.0,<3.0.29"
 protobuf = "4.25.3"
@@ -4943,13 +4945,13 @@ websockets = ">=10.0,<12.0"
 
 [[package]]
 name = "redis"
-version = "5.0.6"
+version = "5.0.7"
 description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "redis-5.0.6-py3-none-any.whl", hash = "sha256:c0d6d990850c627bbf7be01c5c4cbaadf67b48593e913bb71c9819c30df37eee"},
-    {file = "redis-5.0.6.tar.gz", hash = "sha256:38473cd7c6389ad3e44a91f4c3eaf6bcb8a9f746007f29bf4fb20824ff0b2197"},
+    {file = "redis-5.0.7-py3-none-any.whl", hash = "sha256:0e479e24da960c690be5d9b96d21f7b918a98c0cf49af3b6fafaa0753f93a0db"},
+    {file = "redis-5.0.7.tar.gz", hash = "sha256:8f611490b93c8109b50adc317b31bfd84fff31def3475b92e7e80bf39f48175b"},
 ]
 
 [package.dependencies]
@@ -5373,13 +5375,13 @@ files = [
 
 [[package]]
 name = "s3transfer"
-version = "0.10.1"
+version = "0.10.2"
 description = "An Amazon S3 Transfer Manager"
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "s3transfer-0.10.1-py3-none-any.whl", hash = "sha256:ceb252b11bcf87080fb7850a224fb6e05c8a776bab8f2b64b7f25b969464839d"},
-    {file = "s3transfer-0.10.1.tar.gz", hash = "sha256:5683916b4c724f799e600f41dd9e10a9ff19871bf87623cc8f491cb4f5fa0a19"},
+    {file = "s3transfer-0.10.2-py3-none-any.whl", hash = "sha256:eca1c20de70a39daee580aef4986996620f365c4e0fda6a86100231d62f1bf69"},
+    {file = "s3transfer-0.10.2.tar.gz", hash = "sha256:0711534e9356d3cc692fdde846b4a1e4b0cb6519971860796e6bc4c7aea00ef6"},
 ]
 
 [package.dependencies]
@@ -5580,13 +5582,13 @@ tornado = ["tornado (>=5)"]
 
 [[package]]
 name = "setuptools"
-version = "70.1.0"
+version = "70.1.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.1.0-py3-none-any.whl", hash = "sha256:d9b8b771455a97c8a9f3ab3448ebe0b29b5e105f1228bba41028be116985a267"},
-    {file = "setuptools-70.1.0.tar.gz", hash = "sha256:01a1e793faa5bd89abc851fa15d0a0db26f160890c7102cd8dce643e886b47f5"},
+    {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"},
+    {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"},
 ]
 
 [package.extras]
@@ -5651,13 +5653,13 @@ tqdm = ">=2.0"
 
 [[package]]
 name = "slack-sdk"
-version = "3.29.0"
+version = "3.30.0"
 description = "The Slack API Platform SDK for Python"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "slack_sdk-3.29.0-py2.py3-none-any.whl", hash = "sha256:1857300b9bdd5cd43eb527a0dd8c6415aa0623cd76e153bf167e93968efd5121"},
-    {file = "slack_sdk-3.29.0.tar.gz", hash = "sha256:a6ad02fd23a7c70ded7e48e0fe317e269820e64e55069699cc75d64fb2ebf5a1"},
+    {file = "slack_sdk-3.30.0-py2.py3-none-any.whl", hash = "sha256:42d1c95f7159887ddb4841d461fbe7ab0c48e4968f3cd44eaaa792cf109f4425"},
+    {file = "slack_sdk-3.30.0.tar.gz", hash = "sha256:001a4013698d3f244645add49c80adf8addc3a6bf633193848f7cbae3d387e0b"},
 ]
 
 [package.extras]
@@ -6003,13 +6005,13 @@ files = [
 
 [[package]]
 name = "tenacity"
-version = "8.4.1"
+version = "8.4.2"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tenacity-8.4.1-py3-none-any.whl", hash = "sha256:28522e692eda3e1b8f5e99c51464efcc0b9fc86933da92415168bc1c4e2308fa"},
-    {file = "tenacity-8.4.1.tar.gz", hash = "sha256:54b1412b878ddf7e1f1577cd49527bad8cdef32421bd599beac0c6c3f10582fd"},
+    {file = "tenacity-8.4.2-py3-none-any.whl", hash = "sha256:9e6f7cf7da729125c7437222f8a522279751cdfbe6b67bfe64f75d3a348661b2"},
+    {file = "tenacity-8.4.2.tar.gz", hash = "sha256:cd80a53a79336edba8489e767f729e4f391c896956b57140b5d7511a64bbd3ef"},
 ]
 
 [package.extras]
@@ -7270,4 +7272,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.11"
-content-hash = "e70ddce79134db193af98f2f9df29b155fb3a5ac089d21171a4e2ba6d4bf4eaa"
+content-hash = "f1883704ab94dc61a715a633bc7b526f861f72d20e2c645fa59f61e9ab8bb96d"
diff --git a/pyproject.toml b/pyproject.toml
index b488d9b..084e820 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,7 +19,7 @@ priority = "supplemental"
 python = ">=3.8.1,<3.11"
 
 [tool.poetry.dependencies.rasa-pro]
-version = "3.9.0rc1"
+version = "3.9.0rc3"
 allow-prereleases = true
 
 [tool.poetry.group.dev.dependencies]