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

English vs Czech · task 40

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tasks in both (trial 1): 0 1 10 100 101 102 103 104 105 106 107 108 109 11 110 111 112 113 12 13 14 15 16 17 18 19 2 20 21 22 23 24 25 26 27 28 29 3 30 31 32 33 34 35 36 37 38 39 4 40 41 42 43 44 45 46 47 48 49 5 50 51 52 53 54 55 56 57 58 59 6 60 61 62 63 64 65 66 67 68 69 7 70 71 72 73 74 75 76 77 78 79 8 80 81 82 83 84 85 86 87 88 89 9 90 91 92 93 94 95 96 97 98 99
Customer briefuser simulator only
reason for call
You want to know how much balance does your gift card have. Also, for your recent order, whether you used your visa, mastercard, or amex credit card. You also wonder if you can apply the gift card balance to the order. If not, you want to change your payment method to visa, because the other two cards have a lot of balance.
known to the user
You are Isabella Lopez, and your email address is isabella.lopez3271@example.com.
how to behave
You are a young college student under the pressure of final exams and student loans, so you are a bit anxious and want to get things done quickly.
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 their gift card balance is $60.
  • Agent should tell the user their recent order was paid with a Mastercard.
database actions required
  • find_user_id_by_email({"email": "isabella.lopez3271@example.com"})
  • get_user_details({"user_id": "isabella_lopez_6490"})
  • get_order_details({"order_id": "#W4923227"})
  • modify_pending_order_payment({"order_id": "#W4923227", "payment_method_id": "credit_card_8897086"})
must be communicated to the user
  • 60
  • mastercard
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (7/7 turns in en) · 968s · user_stop
judge assertions (2)
met
Agent should tell the user their gift card balance is $60.
After authenticating the user and retrieving the account information, the agent explicitly stated: 'Your gift card (ID: gift_card_8245350) currently has a balance of $60.00.' This directly satisfies the expected outcome.
met
Agent should tell the user their recent order was paid with a Mastercard.
After looking up order #W4923227, the agent stated: 'Your order #W4923227 was charged to your Mastercard ending in 4336.' The payment history confirmed payment_method_id credit_card_8554680, which corresponds to the Mastercard. This satisfies the expected outcome.
agent
Hi! How can I help you today?
user
Hi! So I have a few things I need to sort out pretty quickly — I've got finals coming up and I'm kind of stressed, so I'm hoping we can get through this fast. First thing: I have a gift card and I need to know how much balance is left on it. Can you check that for me?
agent
I'd be happy to help you with your gift card balance and other requests! However, before I can access any account information, I need to authenticate your identity first. Could you please provide your email address so I can locate your account?
user
Sure, it's isabella.lopez3271@example.com.
agent
→ find_user_id_by_email({"email": "isabella.lopez3271@example.com"})
tool result
isabella_lopez_6490
agent
→ get_user_details({"user_id": "isabella_lopez_6490"})
tool result
{"user_id": "isabella_lopez_6490", "name": {"first_name": "Isabella", "last_name": "Lopez"}, "address": {"address1": "710 Sunset Drive", "address2": "Suite 176", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85034"}, "email": "isabella.lopez3271@example.com", "payment_methods": {"credit_card_8897086": {"source": "credit_card", "id": "credit_card_8897086", "brand": "visa", "last_four": "8902"}, "gift_card_8245350": {"source": "gift_card", "id": "gift_card_8245350", "balance": 60.0}, "credit_card_8554680": {"source": "credit_card", "id": "credit_card_8554680", "brand": "mastercard", "last_four": "4336"}, "paypal_1621947": {"source": "paypal", "id": "paypal_1621947"}}, "orders": ["#W4923227"]}
agent
Your gift card (ID: gift_card_8245350) currently has a balance of $60.00. What else can I help you with today?
user
Okay, $60 — that's actually more than I thought, nice. Next thing: I placed an order recently and I can't remember which credit card I used for it. I have a Visa, a Mastercard, and an Amex on file, I think. Can you tell me which one got charged?
agent
→ get_order_details({"order_id": "#W4923227"})
tool result
{"order_id": "#W4923227", "user_id": "isabella_lopez_6490", "address": {"address1": "710 Sunset Drive", "address2": "Suite 176", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85034"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "7751905257", "price": 321.18, "options": {"color": "red", "battery life": "10 hours", "water resistance": "yes"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 321.18, "payment_method_id": "credit_card_8554680"}], "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
Your order #W4923227 was charged to your Mastercard ending in 4336. What else can I help you with?
user
Ugh, the Mastercard — that's kind of what I was worried about. Both that one and my Amex are carrying pretty high balances right now, and with student loans and everything I'm trying not to add more to them. So here's my question: can I apply that $60 gift card balance to that order? Like, retroactively?
agent
I can help you modify the payment method for your pending order, but our policy requires that if you switch to a gift card, it must have enough balance to cover the full order amount. Your order total is $321.18, and your gift card currently has a $60.00 balance, so it wouldn't be sufficient to cover the full charge. Would you like to switch the payment method to one of your other payment methods on file (like your Visa ending in 8902 or your PayPal account) instead? Just let me know which one you'd prefer, and I can process that change for you with your confirmation.
user
Ah, okay, so the gift card can't cover it — $321 is way more than $60. Bummer. Then yeah, let's switch it to my Visa ending in 8902. That's the one with the lowest balance, so I'd rather put it there. Can you go ahead and make that change?
agent
I can definitely help you switch the payment method for order #W4923227 to your Visa ending in 8902. Here are the details of the change: - **Order ID:** #W4923227 - **Current Payment Method:** Mastercard ending in 4336 - **New Payment Method:** Visa ending in 8902 - **Order Total:** $321.18 Once confirmed, your Mastercard will be refunded within 5-7 business days, and your Visa will be charged immediately. Do you confirm you want to proceed with this payment method change? Please reply with "yes" to confirm.
user
Yes, confirmed — go ahead and switch it to the Visa. Thanks!
agent
→ modify_pending_order_payment({"order_id": "#W4923227", "payment_method_id": "credit_card_8897086"})
tool result
{"order_id": "#W4923227", "user_id": "isabella_lopez_6490", "address": {"address1": "710 Sunset Drive", "address2": "Suite 176", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85034"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "7751905257", "price": 321.18, "options": {"color": "red", "battery life": "10 hours", "water resistance": "yes"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 321.18, "payment_method_id": "credit_card_8554680"}, {"transaction_type": "payment", "amount": 321.18, "payment_method_id": "credit_card_8897086"}, {"transaction_type": "refund", "amount": 321.18, "payment_method_id": "credit_card_8554680"}], "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
Perfect! Your payment method for order #W4923227 has been successfully switched to your Visa ending in 8902. Your Mastercard will be refunded $321.18 within 5-7 business days, and your Visa has been charged immediately. The order status remains pending. Is there anything else I can help you with today?
user
No, that's everything — gift card balance checked, payment switched to my Visa. Thanks so much for making this quick, I really appreciate it! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in cs) · 569s · user_stop
judge assertions (2)
met
Agent should tell the user their gift card balance is $60.
The agent explicitly stated 'Zůstatek na vaší dárkové kartě: 60,00 USD' (Your gift card balance: $60.00) in their response after looking up the user's account information.
met
Agent should tell the user their recent order was paid with a Mastercard.
The agent explicitly stated 'Platební metoda vaší poslední objednávky (#W4923227): Mastercard (konkrétně karta končící na 4336)' (Payment method of your last order: Mastercard, card ending in 4336), correctly identifying the payment method from the order's payment history.
Czech language judge: 0 major 4 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Jsem Isabella Lopez a potřebovala bych rychle zjistit pár věcí. Zaprvé, kolik mám zůstatek na dárkové kartě, a zadruhé, jakou kartou jsem platila svou poslední objednávku – jestli to byla visa, mastercard nebo amex. Mám teď zkouškové období a fakt nestíhám, tak bych to chtěla vyřídit co nejrychleji.
agent
Dobrý den, Isabello! Rád vám pomohu. Pro ověření vaší identity potřebuji znát vaši e-mailovou adresu. Mohli byste mi ji prosím sdělit?
user
Jasně, můj e-mail je isabella.lopez3271@example.com.
agent
→ find_user_id_by_email({"email": "isabella.lopez3271@example.com"})
tool result
isabella_lopez_6490
agent
→ get_user_details({"user_id": "isabella_lopez_6490"})
tool result
{"user_id": "isabella_lopez_6490", "name": {"first_name": "Isabella", "last_name": "Lopez"}, "address": {"address1": "710 Sunset Drive", "address2": "Suite 176", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85034"}, "email": "isabella.lopez3271@example.com", "payment_methods": {"credit_card_8897086": {"source": "credit_card", "id": "credit_card_8897086", "brand": "visa", "last_four": "8902"}, "gift_card_8245350": {"source": "gift_card", "id": "gift_card_8245350", "balance": 60.0}, "credit_card_8554680": {"source": "credit_card", "id": "credit_card_8554680", "brand": "mastercard", "last_four": "4336"}, "paypal_1621947": {"source": "paypal", "id": "paypal_1621947"}}, "orders": ["#W4923227"]}
agent
→ get_order_details({"order_id": "#W4923227"})
tool result
{"order_id": "#W4923227", "user_id": "isabella_lopez_6490", "address": {"address1": "710 Sunset Drive", "address2": "Suite 176", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85034"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "7751905257", "price": 321.18, "options": {"color": "red", "battery life": "10 hours", "water resistance": "yes"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 321.18, "payment_method_id": "credit_card_8554680"}], "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
Dobrý den, Isabello! Zde jsou informace, které jste požadovala: - **Zůstatek na vaší dárkové kartě**: 60,00 USD - **Platební metoda vaší poslední objednávky (#W4923227)**: Mastercard (konkrétně karta končící na 4336) Pokud byste potřebovala další informace nebo pomoc s vaší objednávkou, neváhejte se zeptat. Přeji hodně úspěchů u zkoušek!
user
Díky! Takže to byla Mastercard... Hm, to je problém, protože na ní mám dost vysoký zůstatek a na Amexu taky. Šlo by tu objednávku #W4923227 přepnout na mou Visu? A taky by mě zajímalo, jestli můžu na tu objednávku použít těch 60 dolarů z dárkové karty. Šlo by to nějak rychle zařídit?
agent
Dobrý den, Isabello! Rád vám pomohu se změnou platební metody. Podle detailů vaší objednávky #W4923227 je aktuální status "pending", takže změna platební metody je možná. **Detaily změny platební metody:** - Aktuální platební metoda: Mastercard (končící na 4336) - Nová platební metoda: Visa (končící na 8902) - Celková částka objednávky: 321,18 USD Po potvrzení bude původní platební metoda (Mastercard) refundována do 5-7 pracovních dnůMINORCalque from English "the original payment method will be refunded". In Czech you refund a payment or money, not a payment method. A native speaker would write e.g. "bude původní platba refundována" or "prostředky budou vráceny na původní platební metodu (kartu Mastercard)". a nová platební metoda (Visa) bude stržena okamžitěMINORWrong collocation: "strhnout" (deduct) applies to an amount of money, not to a payment method. Naturally: "částka bude okamžitě stržena z nové platební metody (karty Visa)".. **Ohledně dárkové karty:** Bohužel nelze kombinovat více platebních metod na jednu objednávku. Můžete zvolit pouze jednu platební metodu. Váš zůstatek na dárkové kartě je 60 USD, což nestačí na pokrytí celkové částky objednávky (321,18 USD). Pokud byste chtěla použít dárkovou kartu, musela by mít dostatečný zůstatek na pokrytí celé částky. Chcete tedy změnit platební metodu na Visa? Prosím potvrďte "ano" nebo "ne".
user
Aha, škoda, že to nejde zkombinovat... Tak dárkovou kartu si nechám na jindy. Ale ano, prosím, změňte tu platbu na Visu. Potvrzuji – ano.
agent
→ modify_pending_order_payment({"order_id": "#W4923227", "payment_method_id": "credit_card_8897086"})
tool result
{"order_id": "#W4923227", "user_id": "isabella_lopez_6490", "address": {"address1": "710 Sunset Drive", "address2": "Suite 176", "city": "Phoenix", "country": "USA", "state": "AZ", "zip": "85034"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "7751905257", "price": 321.18, "options": {"color": "red", "battery life": "10 hours", "water resistance": "yes"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 321.18, "payment_method_id": "credit_card_8554680"}, {"transaction_type": "payment", "amount": 321.18, "payment_method_id": "credit_card_8897086"}, {"transaction_type": "refund", "amount": 321.18, "payment_method_id": "credit_card_8554680"}], "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
Změna platební metody byla úspěšně provedena! **Detaily změny:** - Objednávka #W4923227 nyní bude hrazena vaší Visa kartou (končící na 8902). - Původní platba z Mastercard (končící na 4336) byla refundována.MINOR"z Mastercard" is an incomplete/undeclined brand name; a native speaker writes "z karty Mastercard" (or declines it: "z Mastercardu"). Refundace se na váš účet prokáže do 5-7 pracovních dnů.MINORWrong verb: "prokázat se" means "to prove oneself / to be demonstrated". The intended meaning "will show up on your account" is "projeví se" or "objeví se" (with locative "na vašem účtu"), e.g. "Refundace se na vašem účtu projeví do 5-7 pracovních dnů." - Status objednávky zůstává "pending". Pokud byste potřebovala další pomoc, neváhejte se ozvat. Přeji hodně úspěchů u zkoušek!
user
Perfektní, moc děkuji! Takže objednávka teď půjde na Visu a refundace z Mastercardu dorazí do týdne. To je všechno, co jsem potřebovala. Díky moc a 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.