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

English vs Czech · task 44

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Customer briefuser simulator only
reason for call
You want to change the Desk Lamp in order #W9300146 that you've placed for the cheapest Desk Lamp that's available. Any price difference should go to a gift card. You also want to know how much you get back in total.
known to the user
You are Aarav Anderson, residing in Philadelphia 19031.
deliberately unknown
You do not remember your email address
how to behave
You're a private person and are reluctant to share information unless it's absolutely necessary.
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 they will get back $17.99.
database actions required
  • find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Anderson", "zip": "19031"})
  • get_order_details({"order_id": "#W9300146"})
  • get_product_details({"product_id": "6817146515"})
  • calculate({"expression": "135.24 - 153.23"})
  • modify_pending_order_items({"order_id": "#W9300146", "item_ids": ["9190635437"], "new_item_ids": ["5320792178"], "payment_method_id": "gift_card_7245904"})
must be communicated to the user
  • 17.99
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (6/6 turns in en) · 159s · user_stop
judge assertions (1)
met
Agent should tell the user they will get back $17.99.
The agent explicitly communicated the refund amount of $17.99 twice during the conversation. First, before the modification, the agent stated: 'This would result in a price difference of -$17.99, meaning you would receive a refund of $17.99.' Then, after the user asked for confirmation, the agent confirmed: 'Yes, that's correct! You will receive a refund of $17.99 to your gift card (gift_card_7245904).' The expected outcome is clearly satisfied.
agent
Hi! How can I help you today?
user
Hi, I need to make a change to an order I placed. I'd like to swap out the Desk Lamp in order #W9300146 for whatever the cheapest Desk Lamp you have available is.
agent
Hello! I'd be happy to help you modify your order. Before I can assist you, I need to authenticate your identity first. Could you please provide your email address associated with your account?
user
I don't remember my email address. Can you look it up another way? My name is Aarav Anderson.
agent
I can help you look up your account using your name and zip code. Could you please provide your zip code so I can locate your account?
user
It's 19031.
agent
→ find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Anderson", "zip": "19031"})
tool result
aarav_anderson_8794
agent
→ get_order_details({"order_id": "#W9300146"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "9190635437", "price": 153.23, "options": {"color": "black", "brightness": "low", "power source": "USB"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}], "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_product_details({"product_id": "6817146515"})
tool result
{"name": "Desk Lamp", "product_id": "6817146515", "variants": {"9083642334": {"item_id": "9083642334", "options": {"color": "white", "brightness": "high", "power source": "USB"}, "available": true, "price": 164.28}, "4385534692": {"item_id": "4385534692", "options": {"color": "white", "brightness": "high", "power source": "AC adapter"}, "available": false, "price": 138.07}, "7624783998": {"item_id": "7624783998", "options": {"color": "black", "brightness": "high", "power source": "AC adapter"}, "available": true, "price": 154.17}, "1270145486": {"item_id": "1270145486", "options": {"color": "white", "brightness": "high", "power source": "battery"}, "available": false, "price": 144.07}, "5320792178": {"item_id": "5320792178", "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}, "available": true, "price": 135.24}, "5370728469": {"item_id": "5370728469", "options": {"color": "silver", "brightness": "medium", "power source": "USB"}, "available": true, "price": 164.97}, "6805564527": {"item_id": "6805564527", "options": {"color": "black", "brightness": "medium", "power source": "USB"}, "available": true, "price": 158.41}, "1569765161": {"item_id": "1569765161", "options": {"color": "silver", "brightness": "low", "power source": "AC adapter"}, "available": true, "price": 143.02}, "7453605304": {"item_id": "7453605304", "options": {"color": "silver", "brightness": "low", "power source": "battery"}, "available": true, "price": 150.01}, "9190635437": {"item_id": "9190635437", "options": {"color": "black", "brightness": "low", "power source": "USB"}, "available": true, "price": 153.23}, "4447749792": {"item_id": "4447749792", "options": {"color": "white", "brightness": "medium", "power source": "AC adapter"}, "available": false, "price": 139.8}, "8384507844": {"item_id": "8384507844", "options": {"color": "white", "brightness": "medium", "power source": "USB"}, "available": false, "price": 137.94}}}
agent
→ get_user_details({"user_id": "aarav_anderson_8794"})
tool result
{"user_id": "aarav_anderson_8794", "name": {"first_name": "Aarav", "last_name": "Anderson"}, "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "email": "aarav.anderson9752@example.com", "payment_methods": {"gift_card_7245904": {"source": "gift_card", "id": "gift_card_7245904", "balance": 17.0}}, "orders": ["#W4316152", "#W9311069", "#W9300146", "#W3220203", "#W3470184"]}
agent
I've located your account and order #W9300146. Your order is currently in "pending" status and contains one Desk Lamp item (item_id: 9190635437) with options: color black, brightness low, power source USB, priced at $153.23. I've checked all available Desk Lamp variants for you. The cheapest available option is: - Item ID: 5320792178 - Options: color black, brightness medium, power source AC adapter - Price: $135.24 This would result in a price difference of -$17.99, meaning you would receive a refund of $17.99. **Important reminder:** This modification can only be done once per order. After this change, your order status will become "pending (items modifed)" and no further modifications or cancellations can be made to this order. To proceed with this modification, I need to know which payment method you'd like to use for the refund. You currently have a gift card (gift_card_7245904) with a balance of $17.00. Would you like to use this gift card for the refund? Please confirm: 1. You want to modify item 9190635437 to item 5320792178 2. You want to use gift_card_7245904 for the refund 3. You understand this is the only modification allowed for this order Please respond with "yes" to confirm all details are correct and you want to proceed.
user
Yes, that all sounds correct. Just to confirm - I'll be getting $17.99 back on the gift card, right?
agent
→ modify_pending_order_items({"item_ids": ["9190635437"], "new_item_ids": ["5320792178"], "order_id": "#W9300146", "payment_method_id": "gift_card_7245904"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "5320792178", "price": 135.24, "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}}], "status": "pending (item modified)", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}, {"transaction_type": "refund", "amount": 17.98999999999998, "payment_method_id": "gift_card_7245904"}], "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
Yes, that's correct! You will receive a refund of $17.99 to your gift card (gift_card_7245904). Your order #W9300146 has been successfully modified. The Desk Lamp has been changed from the black/low brightness/USB version to the black/medium brightness/AC adapter version. **Important reminder:** Your order status is now "pending (item modified)". As per policy, no further modifications or cancellations can be made to this order. Is there anything else I can help you with today?
user
No, that's all I needed. Thanks for your help!
agent
You're very welcome! I'm glad I could help you modify your order. If you have any other questions or need assistance in the future, please don't hesitate to reach out. 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) · 126s · user_stop
judge assertions (1)
met
Agent should tell the user they will get back $17.99.
The agent calculated the price difference between the original desk lamp (153.23 USD) and the cheapest available desk lamp (135.24 USD) and explicitly told the user they would receive a refund of 17.99 USD to their gift card ('byste obdrželi refundaci ve výši 17,99 USD na vaši dárkovou kartu'). The agent confirmed this amount again after processing the change ('Refundace na vaši dárkovou kartu: 17,99 USD').
Czech language judge: 0 major 2 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den, chtěl bych provést změnu ve své objednávce číslo W9300146. Objednal jsem si tam stolní lampu a rád bych ji vyměnil za nejlevnější stolní lampu, kterou máte aktuálně k dispozici. Případný rozdíl v ceně bych chtěl dostat zpět na dárkovou kartu. Zároveň by mě zajímalo, kolik mi celkem vrátíte.
agent
Dobrý den! Abych vám mohl pomoci s vaší objednávkou, musím nejprve ověřit vaši identitu. Mohli byste mi prosím poskytnout svou e-mailovou adresu, nebo své jméno, příjmení a PSČ?
user
E-mailovou adresu si bohužel nepamatuji, ale mohu vám poskytnout své jméno a PSČ. Jmenuji se Aarav Anderson a PSČ je 19031.
agent
→ find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Anderson", "zip": "19031"})
tool result
aarav_anderson_8794
agent
→ get_order_details({"order_id": "#W9300146"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "9190635437", "price": 153.23, "options": {"color": "black", "brightness": "low", "power source": "USB"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}], "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_product_details({"product_id": "6817146515"})
tool result
{"name": "Desk Lamp", "product_id": "6817146515", "variants": {"9083642334": {"item_id": "9083642334", "options": {"color": "white", "brightness": "high", "power source": "USB"}, "available": true, "price": 164.28}, "4385534692": {"item_id": "4385534692", "options": {"color": "white", "brightness": "high", "power source": "AC adapter"}, "available": false, "price": 138.07}, "7624783998": {"item_id": "7624783998", "options": {"color": "black", "brightness": "high", "power source": "AC adapter"}, "available": true, "price": 154.17}, "1270145486": {"item_id": "1270145486", "options": {"color": "white", "brightness": "high", "power source": "battery"}, "available": false, "price": 144.07}, "5320792178": {"item_id": "5320792178", "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}, "available": true, "price": 135.24}, "5370728469": {"item_id": "5370728469", "options": {"color": "silver", "brightness": "medium", "power source": "USB"}, "available": true, "price": 164.97}, "6805564527": {"item_id": "6805564527", "options": {"color": "black", "brightness": "medium", "power source": "USB"}, "available": true, "price": 158.41}, "1569765161": {"item_id": "1569765161", "options": {"color": "silver", "brightness": "low", "power source": "AC adapter"}, "available": true, "price": 143.02}, "7453605304": {"item_id": "7453605304", "options": {"color": "silver", "brightness": "low", "power source": "battery"}, "available": true, "price": 150.01}, "9190635437": {"item_id": "9190635437", "options": {"color": "black", "brightness": "low", "power source": "USB"}, "available": true, "price": 153.23}, "4447749792": {"item_id": "4447749792", "options": {"color": "white", "brightness": "medium", "power source": "AC adapter"}, "available": false, "price": 139.8}, "8384507844": {"item_id": "8384507844", "options": {"color": "white", "brightness": "medium", "power source": "USB"}, "available": false, "price": 137.94}}}
agent
→ get_user_details({"user_id": "aarav_anderson_8794"})
tool result
{"user_id": "aarav_anderson_8794", "name": {"first_name": "Aarav", "last_name": "Anderson"}, "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "email": "aarav.anderson9752@example.com", "payment_methods": {"gift_card_7245904": {"source": "gift_card", "id": "gift_card_7245904", "balance": 17.0}}, "orders": ["#W4316152", "#W9311069", "#W9300146", "#W3220203", "#W3470184"]}
agent
Dobrý den, Aarave! Vaše objednávka #W9300146 je aktuálně ve stavu "pending" (čekající na zpracování), takže ji lze upravit. Vaše aktuální položka: - Stolní lampa (černá, nízký jas, USB napájení) - cena: 153,23 USD Nejlevnější dostupná stolní lampa v našem sortimentu je: - Stolní lampa (černá, střední jas, AC adaptér) - cena: 135,24 USD Rozdíl v ceně: 135,24 - 153,23 = -17,99 USD To znamená, že byste obdrželi refundaci ve výši 17,99 USDMINOR"Obdržet refundaci" is a calque of English "receive a refund"; "refundace" is an anglicism in this consumer context. A native Czech agent would write e.g. "že by vám byla vrácena částka 17,99 USD" or "že byste dostali zpět 17,99 USD" ("vrácení peněz"). na vaši dárkovou kartu (gift_card_7245904). Důležité upozornění: Úprava položek v čekající objednávce může být provedena pouze jednou. Po provedení této změny nebude možné objednávku dále upravovat ani zrušit. Prosím, potvrďte, zda chcete provést tuto změnu (ano/ne).
user
Ano, potvrzuji změnu. Chci tu levnější lampu a rozdíl 17,99 USD na dárkovou kartu.
agent
→ modify_pending_order_items({"item_ids": ["9190635437"], "new_item_ids": ["5320792178"], "order_id": "#W9300146", "payment_method_id": "gift_card_7245904"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "5320792178", "price": 135.24, "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}}], "status": "pending (item modified)", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}, {"transaction_type": "refund", "amount": 17.98999999999998, "payment_method_id": "gift_card_7245904"}], "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 byla úspěšně provedena! Vaše objednávka #W9300146 byla upravena: - Původní položka: Stolní lampa (černá, nízký jas, USB) - 153,23 USD - Nová položka: Stolní lampa (černá, střední jas, AC adaptér) - 135,24 USD - Refundace na vaši dárkovou kartu: 17,99 USDMINOR"Refundace" is an anglicized label; idiomatic Czech would be "Vrácení peněz na vaši dárkovou kartu" or "Vrácená částka na dárkovou kartu: 17,99 USD". Stav objednávky je nyní "pending (item modified)". Upozorňuji, že další úpravy této objednávky již nejsou možné. Je pro vás ještě něco dalšího, co mohu vyřídit?
user
Ne, to je vše. Děkuji za pomoc.
agent
Rád jsem vám pomohl! Pokud budete v budoucnu potřebovat další pomoc, neváhejte se na nás obrátit. Přeji vám příjemný den!
user
###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.