lokalni.ailokalni.ai⁄Umí agenti česky? Část 3: Zákaznická podpora

English vs Czech · task 67

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Customer briefuser simulator only
reason for call
You want to check how much you paid for the order that you most recently placed. You are not sure how long ago the order was placed.
known to the user
You are user noah_ito_3850 living in Seattle WA 98187. Your name is Noah but you go by NoNo.
deliberately unknown
You do not remember your email address
how to behave
If asked for your zip code, say that it is 98178 first (common mistake), then correct yourself and say 98186 if an error is found. If that fails, then say 98187.
What L2 Interaction changedboth, differently
appended to the agent's policy (agent_system):
You must respond to the user entirely in the same language they use. If the user writes in Czech, you must reply in Czech. If the task mentions actions the user can perform on their own device, ask the user to do them in plain language rather than treating them as tools. Authentication and identifiers: never invent or guess identifiers, email addresses, names, zip codes, order IDs, product IDs, item IDs, or payment method IDs.
prepended to the customer brief (user_system):
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
opening turn (greeting):
English:
Hi! How can I help you today?
Czech:
Dobrý den! Jak vám mohu dnes pomoci?
Everything else — task, tools, policy body, database, seed — is identical between the two columns.
Agent policy (system prompt)agent only
# Retail agent policy As a retail agent, you can help users: - **cancel or modify pending orders** - **return or exchange delivered orders** - **modify their default user address** - **provide information about their own profile, orders, and related products** At the beginning of the conversation, you have to authenticate the user identity by locating their user id via email, or via name + zip code. This has to be done even when the user already provides the user id. Once the user has been authenticated, you can provide the user with information about order, product, profile information, e.g. help the user look up order id. You can only help one user per conversation (but you can handle multiple requests from the same user), and must deny any requests for tasks related to any other user. Before taking any action that updates the database (cancel, modify, return, exchange), you must list the action details and obtain explicit user confirmation (yes) to proceed. You should not make up any information or knowledge or procedures not provided by the user or the tools, or give subjective recommendations or comments. You should at most make one tool call at a time, and if you take a tool call, you should not respond to the user at the same time. If you respond to the user, you should not make a tool call at the same time. You should deny user requests that are against this policy. You should transfer the user to a human agent if and only if the request cannot be handled within the scope of your actions. To transfer, first make a tool call to transfer_to_human_agents, and then send the message 'YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.' to the user. ## Domain basic - All times in the database are EST and 24 hour based. For example "02:30:00" means 2:30 AM EST. ### User Each user has a profile containing: - unique user id - email - default address - payment methods. There are three types of payment methods: **gift card**, **paypal account**, **credit card**. ### Product Our retail store has 50 types of products. For each **type of product**, there are **variant items** of different **options**. For example, for a 't-shirt' product, there could be a variant item with option 'color blue size M', and another variant item with option 'color red size L'. Each product has the following attributes: - unique product id - name - list of variants Each variant item has the following attributes: - unique item id - information about the value of the product options for this item. - availability - price Note: Product ID and Item ID have no relations and should not be confused! ### Order Each order has the following attributes: - unique order id - user id - address - items ordered - status - fullfilments info (tracking id and item ids) - payment history The status of an order can be: **pending**, **processed**, **delivered**, or **cancelled**. Orders can have other optional attributes based on the actions that have been taken (cancellation reason, which items have been exchanged, what was the exchane price difference etc) ## Generic action rules Generally, you can only take action on pending or delivered orders. Exchange or modify order tools can only be called once per order. Be sure that all items to be changed are collected into a list before making the tool call!!! ## Cancel pending order An order can only be cancelled if its status is 'pending', and you should check its status before taking the action. The user needs to confirm the order id and the reason (either 'no longer needed' or 'ordered by mistake') for cancellation. Other reasons are not acceptable. After user confirmation, the order status will be changed to 'cancelled', and the total will be refunded via the original payment method immediately if it is gift card, otherwise in 5 to 7 business days. ## Modify pending order An order can only be modified if its status is 'pending', and you should check its status before taking the action. For a pending order, you can take actions to modify its shipping address, payment method, or product item options, but nothing else. ### Modify payment The user can only choose a single payment method different from the original payment method. If the user wants the modify the payment method to gift card, it must have enough balance to cover the total amount. After user confirmation, the order status will be kept as 'pending'. The original payment method will be refunded immediately if it is a gift card, otherwise it will be refunded within 5 to 7 business days. ### Modify items This action can only be called once, and will change the order status to 'pending (items modifed)'. The agent will not be able to modify or cancel the order anymore. So you must confirm all the details are correct and be cautious before taking this action. In particular, remember to remind the customer to confirm they have provided all the items they want to modify. For a pending order, each item can be modified to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. ## Return delivered order An order can only be returned if its status is 'delivered', and you should check its status before taking the action. The user needs to confirm the order id and the list of items to be returned. The user needs to provide a payment method to receive the refund. The refund must either go to the original payment method, or an existing gift card. After user confirmation, the order status will be changed to 'return requested', and the user will receive an email regarding how to return items. ## Exchange delivered order An order can only be exchanged if its status is 'delivered', and you should check its status before taking the action. In particular, remember to remind the customer to confirm they have provided all items to be exchanged. For a delivered order, each item can be exchanged to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. After user confirmation, the order status will be changed to 'exchange requested', and the user will receive an email regarding how to return items. There is no need to place a new order.
User-simulator guidelinesuser simulator only
# User Simulation Guidelines You are playing the role of a customer contacting a customer service representative. Your goal is to simulate realistic customer interactions while following specific scenario instructions. ## Core Principles - Generate one message at a time, maintaining natural conversation flow. - Strictly follow the scenario instructions you have received. - Never make up or hallucinate information not provided in the scenario instructions. Information that is not provided in the scenario instructions should be considered unknown or unavailable. - Avoid repeating the exact instructions verbatim. Use paraphrasing and natural language to convey the same information - Disclose information progressively. Wait for the agent to ask for specific information before providing it. ## Task Completion - The goal is to continue the conversation until the task is complete. - If the instruction goal is satisified, generate the '###STOP###' token to end the conversation. - If you are transferred to another agent, generate the '###TRANSFER###' token to indicate the transfer. - If you find yourself in a situation in which the scenario does not provide enough information for you to continue the conversation, generate the '###OUT-OF-SCOPE###' token to end the conversation. Remember: The goal is to create realistic, natural conversations while strictly adhering to the provided instructions and maintaining character consistency.
prepended to the customer brief by --lang-components user_system. Reconstructed from seatau.translation.language: unlike the agent policy, this text is not recorded in results.json.
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
How this was gradedneither party
judged by the NL-assertion judge
  • Agent should tell the user the order total is $829.43.
database actions required
  • find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
  • find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98186"})
  • find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
  • get_user_details({"user_id": "noah_ito_3850"})
  • get_order_details({"order_id": "#W6729841"})
must be communicated to the user
  • 829.43
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (8/8 turns in en) · 308s · user_stop
judge assertions (1)
met
Agent should tell the user the order total is $829.43.
The agent successfully identified the user's account, retrieved all three orders, and provided the totals for each. Specifically, the agent stated that Order #W6729841 had a total of $829.43. The user then confirmed this was the most recent order (containing the Bluetooth speaker and air purifier) and restated the $829.43 total, which the agent had correctly provided. The expected outcome was satisfied.
agent
Hi! How can I help you today?
user
Hi there! I'm hoping you can help me out. I placed an order a while back — honestly, I'm not even sure how long ago it was — and I'm trying to figure out how much I actually paid for it. Is that something you could look up for me?
agent
I can certainly help you with that! To get started, I'll just need to verify your identity. Could you please provide me with your email address, or your first and last name along with your zip code?
user
Oh, I actually don't remember which email I used for my account — sorry about that! But I can give you my name and zip code. It's Noah Ito, and the zip code is 98178.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
I'm sorry, but I couldn't find an account with the name Noah Ito and zip code 98178. Could you please double-check the information, or perhaps try providing an email address you might have used?
user
Hmm, let me think... Oh wait, I might have mixed up the digits! I think it's actually 98186. Sorry, I always jumble those numbers around.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98186"})
tool result (error)
Error: User not found
agent
I'm sorry, but I still couldn't find an account with the name Noah Ito and zip code 98186. Is there any other email address you might have used, or perhaps another zip code?
user
Ugh, I'm really sorry — I'm clearly having a moment here. Let me think... I believe it's actually 98187. That should be the right one.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
→ get_user_details({"user_id": "noah_ito_3850"})
tool result
{"user_id": "noah_ito_3850", "name": {"first_name": "Noah", "last_name": "Ito"}, "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "email": "noah.ito4296@example.com", "payment_methods": {"credit_card_1620755": {"source": "credit_card", "id": "credit_card_1620755", "brand": "mastercard", "last_four": "1065"}}, "orders": ["#W3445693", "#W4219264", "#W6729841"]}
agent
Thank you for your patience! I've found your account. I see that you have three orders: #W3445693, #W4219264, and #W6729841. Which one would you like to know the total for?
user
Thanks so much! Honestly, I'm not sure which one is the most recent — that's kind of my problem, I don't remember when I placed it. Could you tell me which of those was the latest one?
agent
→ get_order_details({"order_id": "#W3445693"})
tool result
{"order_id": "#W3445693", "user_id": "noah_ito_3850", "address": {"address1": "144 Lakeview Drive", "address2": "Suite 925", "city": "New York", "country": "USA", "state": "NY", "zip": "10228"}, "items": [{"name": "Sneakers", "product_id": "7471004230", "item_id": "6477915553", "price": 186.45, "options": {"size": "6", "color": "black", "material": "synthetic"}}, {"name": "Cycling Helmet", "product_id": "7765186836", "item_id": "2206116040", "price": 209.91, "options": {"size": "L", "color": "blue", "ventilation": "high"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "6341716129", "price": 523.31, "options": {"room size": "large", "filter type": "HEPA", "features": "smart sensors"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["870596657470"], "item_ids": ["6477915553", "2206116040", "6341716129"]}], "payment_history": [{"transaction_type": "payment", "amount": 919.67, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
→ get_order_details({"order_id": "#W4219264"})
→ get_order_details({"order_id": "#W6729841"})
tool result
{"order_id": "#W4219264", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "7869640094", "price": 47.59, "options": {"pieces": "2000", "theme": "animals", "difficulty level": "expert"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "8886009523", "price": 1944.02, "options": {"strap material": "silicone", "dial color": "blue"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "9112290483", "price": 1925.16, "options": {"strap material": "metal", "dial color": "blue"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 3916.77, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
tool result
{"order_id": "#W6729841", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "3076708684", "price": 535.97, "options": {"room size": "medium", "filter type": "HEPA", "features": "quiet operation"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 829.43, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
I don't have the exact dates for your orders, but I can give you the details for each one so you can identify which one was the most recent: * **Order #W3445693**: Total was **$919.67** (Status: Delivered) * **Order #W4219264**: Total was **$3,916.77** (Status: Pending) * **Order #W6729841**: Total was **$829.43** (Status: Pending) Do any of these look like the order you're thinking of?
user
Hmm, that's helpful! Well, the delivered one is probably older since it already arrived. The two pending ones must be more recent... Between #W4219264 and #W6729841, is there any way to tell which one I placed last? Maybe the higher order number means it was more recent?
agent
I'm sorry, but I don't have access to the dates or times when the orders were placed, and I can't confirm if the order numbers are assigned chronologically. If you can remember any of the items you ordered, I can tell you what's in each of those pending orders to help you figure it out!
user
That would be great, actually! Could you tell me what items are in each of those two pending orders? If I see what's in them, I'm pretty sure I'll remember which one I placed last.
agent
Of course! Here are the items in those two pending orders: **Order #W4219264:** * Jigsaw Puzzle (2000 pieces, animals theme, expert difficulty) * Wristwatch (silicone strap, blue dial) * Wristwatch (metal strap, blue dial) **Order #W6729841:** * Bluetooth Speaker (black, 10 hours battery life, water resistant) * Air Purifier (medium room size, HEPA filter, quiet operation) Does that help you remember which one was the most recent?
user
Oh, yes! The Bluetooth speaker and the air purifier — I remember ordering those now. That was definitely the most recent one; I got the speaker for a trip I was planning. So that order, #W6729841, came to $829.43, right? That's exactly what I needed to know. Thank you so much for your patience with all my zip code mix-ups! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in cs) · 166s · user_stop
judge assertions (1)
met
Agent should tell the user the order total is $829.43.
After successfully verifying the user with the correct ZIP code 98187, the agent retrieved the most recent order #W6729841 and informed the user: 'Za vaši poslední objednávku (číslo #W6729841) jste zaplatil celkem 829,43 USD.' This correctly communicates the order total of $829.43, matching the payment history in the order details.
Czech language judge: 0 major 3 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Chtěl bych se zeptat, kolik jsem zaplatil za svou poslední objednávku. Bohužel si nepamatuju, kdy přesně jsem ji udělal.
agent
Abych mohl vyhledat vaši poslední objednávku a zjistit její cenu, musím vás nejprve ověřit. Mohli byste mi prosím poskytnout svůj e-mail, nebo alternativně své jméno, příjmení a PSČMINOR"alternativně" used as a clause connector is a calque of English "or alternatively". A native Czech speaker would write "nebo případně vaše jméno, příjmení a PSČ" (or simply "nebo vaše jméno, příjmení a PSČ").?
user
Svůj e-mail si bohužel nepamatuju. Můžu vám ale dát své jméno a PSČ. Jmenuji se Noah Ito, ale říkají mi NoNo. A PSČ je 98178.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
Bohužel jsem pod jménem Noah Ito a PSČ 98178 žádného uživatele nenašel. Mohli byste prosím zkontrolovat, zda jsou údaje správně, nebo mi zkusit poskytnout svůj e-mailMINOR"zkusit poskytnout" is an odd collocation, a calque of English "try providing" -- asking the customer to "try to provide" an e-mail sounds machine-translated. Naturally: "nebo mi raději sdělit/poslat svůj e-mail".?
user
Jé, promiňte, asi jsem se spletl. Zkuste to s PSČ 98186.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98186"})
tool result (error)
Error: User not found
agent
Bohužel jsem uživatele nenašel ani s PSČ 98186. Mohli byste prosím zkontrolovat správnost svých údajů, nebo mi zkusit poskytnout svůj e-mailMINORSame awkward collocation "zkusit poskytnout" ("try to provide"). A native speaker would say "nebo mi raději sdělit/poslat svůj e-mail".?
user
Tak to je divný. Zkusíme to teda s 98187.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
→ get_user_details({"user_id": "noah_ito_3850"})
tool result
{"user_id": "noah_ito_3850", "name": {"first_name": "Noah", "last_name": "Ito"}, "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "email": "noah.ito4296@example.com", "payment_methods": {"credit_card_1620755": {"source": "credit_card", "id": "credit_card_1620755", "brand": "mastercard", "last_four": "1065"}}, "orders": ["#W3445693", "#W4219264", "#W6729841"]}
agent
→ get_order_details({"order_id": "#W6729841"})
tool result
{"order_id": "#W6729841", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "3076708684", "price": 535.97, "options": {"room size": "medium", "filter type": "HEPA", "features": "quiet operation"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 829.43, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
Za vaši poslední objednávku (číslo #W6729841) jste zaplatil celkem 829,43 USD.
user
Děkuji moc za informaci! To je všechno, co jsem potřeboval vědět. Hezký den! ###STOP###
Same task, same tools, same policy, same database — the only difference is the conversation language. Divergence here is the L2 Interaction effect the benchmark is built to measure.