lokalni.ailokalni.aiUmí agenti česky? Část 3: Zákaznická podpora

English vs Czech · task 65

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Customer briefuser simulator only
reason for call
You want to exchange the bookshelf from your most recent order for a camera that is closest but not more expensive than the price of the bookshelf.
known to the user
You are James Kovacs from San Jose CA, 95190.
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": "James", "last_name": "Kovacs", "zip": "95190"})
  • get_user_details({"user_id": "james_kovacs_9247"})
  • get_order_details({"order_id": "#W5362037"})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (8/8 turns in en) · 310s · user_stop
agent
Hi! How can I help you today?
user
Hi there! I'm hoping you can help me with an exchange. I recently ordered a bookshelf, but I'd actually like to exchange it for a camera instead. Is that something you can help me with?
agent
I apologize, but I cannot help you exchange a bookshelf for a camera. Our policy only allows exchanges for items of the same product type, meaning I can only exchange it for a different option of a bookshelf, not a completely different product like a camera.
user
Oh, I see. That's disappointing. Is there any other way I could do this? Like, could I return the bookshelf for a refund and then just purchase the camera separately? I really don't need the bookshelf anymore.
agent
To assist you with a return, I first need to authenticate your identity. Could you please provide me with your email address, or your full name and zip code?
user
I don't remember which email address I used for the order, unfortunately. But I can give you my name and zip code — it's James Kovacs, and the zip code is 95190.
agent
→ find_user_id_by_name_zip({"first_name": "James", "last_name": "Kovacs", "zip": "95190"})
tool result
james_kovacs_9247
agent
Thank you, James. I have successfully located your user ID. To proceed with the return, could you please provide me with the order ID for the bookshelf?
user
I don't have the order ID handy, I'm afraid. But it was my most recent order — would you be able to look it up that way?
agent
→ get_user_details({"user_id": "james_kovacs_9247"})
tool result
{"user_id": "james_kovacs_9247", "name": {"first_name": "James", "last_name": "Kovacs"}, "address": {"address1": "518 Main Street", "address2": "Suite 155", "city": "San Jose", "country": "USA", "state": "CA", "zip": "95190"}, "email": "james.kovacs7629@example.com", "payment_methods": {"gift_card_2582853": {"source": "gift_card", "id": "gift_card_2582853", "balance": 72.0}, "paypal_1443389": {"source": "paypal", "id": "paypal_1443389"}}, "orders": ["#W5362037"]}
agent
→ get_order_details({"order_id": "#W5362037"})
tool result
{"order_id": "#W5362037", "user_id": "james_kovacs_9247", "address": {"address1": "518 Main Street", "address2": "Suite 155", "city": "San Jose", "country": "USA", "state": "CA", "zip": "95190"}, "items": [{"name": "Bookshelf", "product_id": "8600330539", "item_id": "4894369688", "price": 537.01, "options": {"material": "glass", "color": "brown", "height": "5 ft"}}, {"name": "Pet Bed", "product_id": "2747247837", "item_id": "2405281423", "price": 204.09, "options": {"size": "medium", "material": "polyester", "color": "grey"}}], "status": "processed", "fulfillments": [{"tracking_id": ["588172446488"], "item_ids": ["4894369688", "2405281423"]}], "payment_history": [{"transaction_type": "payment", "amount": 741.1, "payment_method_id": "gift_card_2582853"}], "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 see that your order, #W5362037, has a status of 'processed'. According to our policy, we can only process returns for orders that have a status of 'delivered'. If the order has not yet been delivered, I may be able to help you with a cancellation or modification, but since it is already processed, I cannot initiate a return at this time.
user
Oh, okay. Well, you mentioned cancellation might be an option — could I just cancel the order then? I haven't received the bookshelf yet, and if I can cancel it, I'd get my money back and could order the camera instead. Would that work?
agent
I apologize, but I cannot cancel order #W5362037. The order status is currently 'processed', and our policy only allows cancellation for orders that are in 'pending' status. Since the order is already processed, I am unable to cancel it for you.
user
Hmm, okay. So just to make sure I understand — the order is processed but not delivered yet, so I can't cancel it now, and I can't return it until it's actually delivered. Is that right? So my best option would be to wait until the bookshelf arrives, and then contact you again to start the return process? And once it's returned and refunded, I could use that money toward a camera?
agent
That is correct. Since the order status is 'processed', I cannot cancel it now. Returns can only be initiated once the order status changes to 'delivered'. Once the order is delivered, you can contact me, and I can help you start the return process for the bookshelf.
user
Alright, that makes sense. So I'll wait for the bookshelf to be delivered, and then I'll reach back out to start the return. Once I get the refund, I can use it toward a camera that's within that price range. Thanks for walking me through all of this — I appreciate your help!
agent
You're welcome, James. Please feel free to reach out whenever you are ready to start the return process. Have a great day!
user
###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in cs) · 152s · user_stop
Czech language judge: 0 major 4 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Chtěl bych vyměnit knihovnu ze své poslední objednávky za fotoaparát. Ideálně za takový, který se cenou nejvíce blíží ceně té knihovny, ale není dražší. Mohl byste mi s tím prosím pomoci?
agent
Abych vám mohl pomoci, musím nejprve ověřit vaši identitu. Mohl byste mi prosím poskytnout svůj e-mail, nebo jméno, příjmení a poštovní směrovací číslo? Co se týče vaší žádosti o výměnu: podle našich pravidel lze výměnu provádět pouze za položky stejného typu produktu. Výměna knihy za fotoaparát by tedy nebyla možná. Jakmile ověřím vaši identitu, mohu vám poskytnout podrobnosti o vaší objednávce.
user
Jasně, e-mail si bohužel nepamatuji, ale jmenuji se James Kovacs a poštovní směrovací číslo je 95190, San Jose v Kalifornii. A jen pro upřesnění – nejedná se o knihu, ale o knihovnu, tedy nábytek. I tak by nebylo možné ji vyměnit za fotoaparát?
agent
→ find_user_id_by_name_zip({"first_name": "James", "last_name": "Kovacs", "zip": "95190"})
tool result
james_kovacs_9247
agent
Děkuji za upřesnění. I když se jedná o nábytek (knihovnu), naše pravidlo pro výměnu z dodané objednávky zní, že položka může být vyměněna pouze za novou položku **stejného typu produktu**, ale s jinými variantními možnostmiMINOR"variantní možnosti" is a literal translation of English "variant options". A native Czech speaker would phrase this as "ale v jiné variantě" or "s jinými variantami" (e.g., "pouze za novou položku stejného typu produktu, ale v jiné variantě").. Proto výměna knihovny za fotoaparát, který je jiný typ produktu, není možná. Pokud máte objednávku, kterou chcete vyměnit, prosím, poskytněte mi číslo objednávky, abych mohl ověřit její stav a zjistit, zda mohu pomoci s jinými možnostmi v rámci našich pravidel.
user
Číslo objednávky si bohužel nepamatuji. Nešlo by ji prosím dohledat podle mého jména a adresy? Jmenuji se James Kovacs a bydlím v San Jose v Kalifornii, PSČ 95190. Jedná se o mou poslední objednávku.
agent
→ get_user_details({"user_id": "james_kovacs_9247"})
tool result
{"user_id": "james_kovacs_9247", "name": {"first_name": "James", "last_name": "Kovacs"}, "address": {"address1": "518 Main Street", "address2": "Suite 155", "city": "San Jose", "country": "USA", "state": "CA", "zip": "95190"}, "email": "james.kovacs7629@example.com", "payment_methods": {"gift_card_2582853": {"source": "gift_card", "id": "gift_card_2582853", "balance": 72.0}, "paypal_1443389": {"source": "paypal", "id": "paypal_1443389"}}, "orders": ["#W5362037"]}
agent
Na základě vašich údajů jsem našel vaši poslední objednávku s číslem **#W5362037**. Abych mohl lépe pochopit situaci a případně vám pomoci s jinými možnostmi, mohu si zkontrolovat podrobnosti této objednávky. Chcete, abych to udělal?
user
Ano, prosím, zkontrolujte podrobnosti objednávky. Rád bych věděl, jaká knihovna v ní je a jaká je její cena, abychom mohli zjistit, jaké mám možnosti.
agent
→ get_order_details({"order_id": "#W5362037"})
tool result
{"order_id": "#W5362037", "user_id": "james_kovacs_9247", "address": {"address1": "518 Main Street", "address2": "Suite 155", "city": "San Jose", "country": "USA", "state": "CA", "zip": "95190"}, "items": [{"name": "Bookshelf", "product_id": "8600330539", "item_id": "4894369688", "price": 537.01, "options": {"material": "glass", "color": "brown", "height": "5 ft"}}, {"name": "Pet Bed", "product_id": "2747247837", "item_id": "2405281423", "price": 204.09, "options": {"size": "medium", "material": "polyester", "color": "grey"}}], "status": "processed", "fulfillments": [{"tracking_id": ["588172446488"], "item_ids": ["4894369688", "2405281423"]}], "payment_history": [{"transaction_type": "payment", "amount": 741.1, "payment_method_id": "gift_card_2582853"}], "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
Knihovna v objednávce **#W5362037** má následující detaily:MINOR"má následující detaily" is a calque of English "has the following details". A native would write "má tyto parametry" or restructure, e.g., "Podrobnosti o knihovně v objednávce #W5362037 jsou následující". * **Název:** Bookshelf * **Cena:** 537.01 * **Item ID:** 4894369688 * **Variantní možnosti:** Materiál skloMINOR"Variantní možnosti" as a label is a calque of English "variant options". Natural Czech would be "Varianta" or "Varianty" (e.g., "Varianta: materiál sklo, barva hnědá, výška 5 stop")., barva hnědá, výška 5 stop. Jak jsem již dříve zmínil, i když je objednávka již zpracovaná, mohu pomoci s výměnou, pokud se jedná o položku stejného typu produktu. Výměna knihovny za fotoaparát, který je jiný typ produktu, není možná. Pokud byste chtěl vyměnit knihovnu za jinou variantu knihovny (např. jiná barva, jiný materiál, jiná výška), mohu vám pomoci zjistit možnosti. Pokud byste chtěl pokračovat ve výměně, prosím, potvrďte, že chcete vyměnit tuto položku a poskytněte mi ID nové položky, za kterou ji chcete vyměnit, a také identifikátor platební metody, kterou chcete použít pro případný rozdíl v ceněMINOR"použít pro případný rozdíl v ceně" is a stiff calque of "use for any difference in price". Natural Czech: "kterou chcete použít k úhradě případného rozdílu v ceně" or "k doplacení případného cenového rozdílu"..
user
Rozumím, takže výměna za jiný typ produktu, jako je fotoaparát, opravdu není možná. To je škoda, právě fotoaparát v podobné cenové hladině byl to, co jsem potřeboval. O jinou variantu knihovny nemám zájem. V tom případě s tím asi nic nenadělám. Děkuji vám za váš čas a za vysvětlení pravidel. 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.