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

English vs Czech · task 66

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Customer briefuser simulator only
reason for call
You want to change the luggage set in your order for a coat. Your goal is to change the order. If there is no way to do that, return the item specifically. If there are any issues, cancel the entire order.
known to the user
You are Aarav Lee. You live in Phoenix, AZ 85025.
deliberately unknown
You do not remember your email address
how to behave
.
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
database actions required
  • find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Lee", "zip": "85025"})
  • get_user_details({"user_id": "aarav_lee_1982"})
  • get_order_details({"order_id": "#W3361211"})
  • get_order_details({"order_id": "#W3586556"})
  • cancel_pending_order({"order_id": "#W3361211", "reason": "no longer needed"})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (7/7 turns in en) · 279s · user_stop
agent
Hi! How can I help you today?
user
Hi there! I recently placed an order with you guys, and I'm hoping to make a change to it. I ordered a luggage set, but I'd actually like to swap it out for a coat instead. Is that something you can help me with?
agent
I'd be happy to look into that for you! To get started, could you please provide your email address, or your first and last name along with your zip code?
user
I don't remember which email I used, but I can give you my name and zip code. It's Aarav Lee, and the zip code is 85025.
agent
→ find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Lee", "zip": "85025"})
tool result
aarav_lee_1982
agent
→ get_user_details({"user_id": "aarav_lee_1982"})
tool result
{"user_id": "aarav_lee_1982", "name": {"first_name": "Aarav", "last_name": "Lee"}, "address": {"address1": "828 River Road", "address2": "Suite 312", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85025"}, "email": "aarav.lee6460@example.com", "payment_methods": {"credit_card_1640996": {"source": "credit_card", "id": "credit_card_1640996", "brand": "visa", "last_four": "4451"}}, "orders": ["#W3361211", "#W3586556"]}
agent
→ get_order_details({"order_id": "#W3361211"})
→ get_order_details({"order_id": "#W3586556"})
tool result
{"order_id": "#W3361211", "user_id": "aarav_lee_1982", "address": {"address1": "828 River Road", "address2": "Suite 312", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85025"}, "items": [{"name": "Luggage Set", "product_id": "5426915165", "item_id": "7160999700", "price": 499.29, "options": {"piece count": "2-piece", "color": "red", "material": "softshell"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9320099340", "price": 375.03, "options": {"color": "black", "band material": "leather", "display": "AMOLED"}}, {"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "9665100170", "price": 45.39, "options": {"pieces": "1500", "theme": "animals", "difficulty level": "beginner"}}, {"name": "Office Chair", "product_id": "4794339885", "item_id": "4274709903", "price": 544.29, "options": {"material": "mesh", "color": "red", "armrest": "none", "backrest height": "standard"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 1464.0, "payment_method_id": "credit_card_1640996"}], "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": "#W3586556", "user_id": "aarav_lee_1982", "address": {"address1": "388 Spruce Street", "address2": "Suite 275", "city": "Washington", "country": "USA", "state": "DC", "zip": "20528"}, "items": [{"name": "Tablet", "product_id": "8024098596", "item_id": "6065192424", "price": 989.7, "options": {"screen size": "8-inch", "storage": "128GB", "color": "gold"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 989.7, "payment_method_id": "credit_card_1640996"}], "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've located your order #W3361211, which includes the luggage set. However, I'm unable to swap the luggage set for a coat because our policy only allows modifications to a different option (such as color or size) of the same product type. I cannot change one product type to another. If you'd like, I can help you cancel the order (or just the luggage set if possible, though the tool cancels the whole order) so you can place a new one for the coat, or we can modify the luggage set to a different version if that works for you. How would you like to proceed?
user
Ah, I see — that's a shame. Since I can't swap it for the coat, I'd rather just return the luggage set specifically. Can you process a return for just that item?
agent
I understand. However, returns can only be processed for orders that have already been delivered. Since your order #W3361211 is still pending, it isn't eligible for a return yet. Because it's a pending order, the only way to remove the luggage set would be to cancel the entire order and then place a new one with the items you'd like. Would you like me to help you cancel the order?
user
Okay, that's frustrating, but I understand. Since I can't swap it or return just the luggage set, let's go ahead and cancel the entire order then. I'll just reorder what I actually want afterward.
agent
I can certainly help you with that. To proceed with cancelling order #W3361211, I just need you to confirm the reason for the cancellation. Please let me know if it's because the items are "no longer needed" or if they were "ordered by mistake."
user
Let's go with "no longer needed" — since I can't get the coat instead, the luggage set just isn't what I want anymore.
agent
I can help you with that. Here are the details for the cancellation: - **Order ID:** #W3361211 - **Reason:** No longer needed - **Refund:** The total amount will be refunded to your original payment method (Visa ending in 4451). Since this is a credit card, the refund will take 5 to 7 business days to process. Do you confirm that you would like to proceed with this cancellation? (Please respond with "yes" to confirm).
user
Yes, please go ahead and cancel the order.
agent
→ cancel_pending_order({"order_id": "#W3361211", "reason": "no longer needed"})
tool result
{"order_id": "#W3361211", "user_id": "aarav_lee_1982", "address": {"address1": "828 River Road", "address2": "Suite 312", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85025"}, "items": [{"name": "Luggage Set", "product_id": "5426915165", "item_id": "7160999700", "price": 499.29, "options": {"piece count": "2-piece", "color": "red", "material": "softshell"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9320099340", "price": 375.03, "options": {"color": "black", "band material": "leather", "display": "AMOLED"}}, {"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "9665100170", "price": 45.39, "options": {"pieces": "1500", "theme": "animals", "difficulty level": "beginner"}}, {"name": "Office Chair", "product_id": "4794339885", "item_id": "4274709903", "price": 544.29, "options": {"material": "mesh", "color": "red", "armrest": "none", "backrest height": "standard"}}], "status": "cancelled", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 1464.0, "payment_method_id": "credit_card_1640996"}, {"transaction_type": "refund", "amount": 1464.0, "payment_method_id": "credit_card_1640996"}], "cancel_reason": "no longer needed", "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
Your order #W3361211 has been successfully cancelled. A refund of 1464.0 has been issued to your original payment method (Visa ending in 4451) and should appear in your account within 5 to 7 business days. Is there anything else I can help you with today?
user
No, that's all I needed. Thanks for your help! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (7/7 turns in cs) · 293s · user_stop
Czech language judge: 0 major 4 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Rád bych změnil svou objednávku. Objednal jsem si sadu zavazadel, ale chtěl bych ji místo toho vyměnit za kabát. Bylo by to možné?
agent
Abych mohl zkontrolovat vaši objednávku a pomoci vám s její změnou, musím vás nejprve ověřit. Mohli byste mi prosím poskytnout svůj e-mail, nebo své jméno a PSČ?
user
Bohužel si nevzpomínám na svou e-mailovou adresu, ale můžu vám dát své jméno a PSČ. Jmenuji se Aarav Lee a PSČ je 85025.
agent
→ find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Lee", "zip": "85025"})
tool result
aarav_lee_1982
agent
→ get_user_details({"user_id": "aarav_lee_1982"})
tool result
{"user_id": "aarav_lee_1982", "name": {"first_name": "Aarav", "last_name": "Lee"}, "address": {"address1": "828 River Road", "address2": "Suite 312", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85025"}, "email": "aarav.lee6460@example.com", "payment_methods": {"credit_card_1640996": {"source": "credit_card", "id": "credit_card_1640996", "brand": "visa", "last_four": "4451"}}, "orders": ["#W3361211", "#W3586556"]}
agent
→ get_order_details({"order_id": "#W3361211"})
→ get_order_details({"order_id": "#W3586556"})
tool result
{"order_id": "#W3361211", "user_id": "aarav_lee_1982", "address": {"address1": "828 River Road", "address2": "Suite 312", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85025"}, "items": [{"name": "Luggage Set", "product_id": "5426915165", "item_id": "7160999700", "price": 499.29, "options": {"piece count": "2-piece", "color": "red", "material": "softshell"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9320099340", "price": 375.03, "options": {"color": "black", "band material": "leather", "display": "AMOLED"}}, {"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "9665100170", "price": 45.39, "options": {"pieces": "1500", "theme": "animals", "difficulty level": "beginner"}}, {"name": "Office Chair", "product_id": "4794339885", "item_id": "4274709903", "price": 544.29, "options": {"material": "mesh", "color": "red", "armrest": "none", "backrest height": "standard"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 1464.0, "payment_method_id": "credit_card_1640996"}], "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": "#W3586556", "user_id": "aarav_lee_1982", "address": {"address1": "388 Spruce Street", "address2": "Suite 275", "city": "Washington", "country": "USA", "state": "DC", "zip": "20528"}, "items": [{"name": "Tablet", "product_id": "8024098596", "item_id": "6065192424", "price": 989.7, "options": {"screen size": "8-inch", "storage": "128GB", "color": "gold"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 989.7, "payment_method_id": "credit_card_1640996"}], "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
Bohužel vám s touto změnou nemohu pomoci. Podle našich pravidel je u rozběhnutých objednávek možné změnit pouze variantu produktuMINOR"Rozběhnutá objednávka" is an odd collocation, a calque of the English "in-flight order". Czech uses "rozběhnutý" for projects, businesses or processes, not for orders; a native would write "u rozpracovaných objednávek" or "u objednávek, které se již zpracovávají". (například barvu nebo velikost), ale nelze vyměnit jeden typ produktu za jiný (v tomto případě sadu zavazadel za kabát). Pokud si přejete, mohu vám pomoci s jinou změnou v rámci stejného produktu, nebo vám mohu pomoci zrušit objednávku sady zavazadel, abyste si mohl objednat kabát zvlášť. Jak si přejete postupovat?
user
Rozumím. V tom případě bych raději vrátil tu sadu zavazadel. Můžete mi prosím pomoci s vrácením právě této položky?
agent
Bohužel v tomto případě vrácení položky není možné. Vrácení zboží je možné pouze u objednávek, které již byly doručeny. Vaše objednávka č. #W3361211 je stále ve stavu „pending“ (rozběhnutá)MINORThe gloss "rozběhnutá" is not a natural Czech rendering of an order status. A native would gloss "pending" as "čeká na zpracování" / "nevyřízená", and an in-progress order as "rozpracovaná" or "ve zpracování"., což znamená, že ještě nebyla odeslána ani doručena. U rozběhnutých objednávek mohu provést pouze změnu varianty produktuMINORSame unnatural collocation as above: "rozběhnuté objednávky" is a machine-translated feel for "in-flight orders"; naturally "U rozpracovaných objednávek" or "U objednávek v procesu zpracování"., změnu adresy, změnu způsobu platby nebo zrušit celou objednávku. Pokud sady zavazadel opravdu nepotřebujete, mohu vám pomoci zrušit celou objednávku č. #W3361211. Chcete tak postupovat, nebo byste preferoval jiný způsob?
user
Dobře, rozumím. Vzhledem k tomu, že ani změna ani vrácení není možné, tak prosím zrušte celou objednávku č. #W3361211.
agent
Pro zrušení objednávky č. #W3361211 potřebuji znát důvod zrušení. Můžete mi prosím potvrdit, zda jste si položky objednal omylem, nebo zda je již nepotřebujete?
user
Položky již nepotřebuji. Chtěl jsem místo nich kabát, ale když to nejde vyměnit, tak tu sadu zavazadel nechci.
agent
Rozumím. Zde jsou detaily zrušení vaší objednávky: - **Číslo objednávky:** #W3361211 - **Důvod zrušení:** Položky již nejsou potřeba - **Vrácení peněz:** Jelikož jste platil kreditní kartou, bude vám částka vrácena na původní platební metoduMINORCalque of "refunded to the original payment method". In Czech, money is returned "na kartu / na účet", not "na metodu"; naturally "bude vám částka vrácena na kartu, kterou jste platil" or "stejným způsobem, jakým jste platil". do 5 až 7 pracovních dnů. Potvrzujete, že chcete s tímto zrušením pokračovat? Prosím, odpovězte „ano“ pro potvrzení.
user
Ano, potvrzuji zrušení objednávky.
agent
→ cancel_pending_order({"order_id": "#W3361211", "reason": "no longer needed"})
tool result
{"order_id": "#W3361211", "user_id": "aarav_lee_1982", "address": {"address1": "828 River Road", "address2": "Suite 312", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85025"}, "items": [{"name": "Luggage Set", "product_id": "5426915165", "item_id": "7160999700", "price": 499.29, "options": {"piece count": "2-piece", "color": "red", "material": "softshell"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9320099340", "price": 375.03, "options": {"color": "black", "band material": "leather", "display": "AMOLED"}}, {"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "9665100170", "price": 45.39, "options": {"pieces": "1500", "theme": "animals", "difficulty level": "beginner"}}, {"name": "Office Chair", "product_id": "4794339885", "item_id": "4274709903", "price": 544.29, "options": {"material": "mesh", "color": "red", "armrest": "none", "backrest height": "standard"}}], "status": "cancelled", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 1464.0, "payment_method_id": "credit_card_1640996"}, {"transaction_type": "refund", "amount": 1464.0, "payment_method_id": "credit_card_1640996"}], "cancel_reason": "no longer needed", "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
Vaše objednávka č. #W3361211 byla úspěšně zrušena. Celková částka 1464,00 USD bude vrácena na vaši kreditní kartu (končící č. 4451) do 5 až 7 pracovních dnů. Můžu vám ještě s něčím pomoci?
user
Ne, to je vše, děkuji vám za pomoc. Nashledanou! ###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.