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

English vs Czech · task 68

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

English

reward 0.00 · DB 1.00 · NL_ASSERTION 0.00 · language 1.00 (8/8 turns in en) · 159s · user_stop
judge assertions (1)
NOT met
Agent should tell the user the order total is $829.43.
The user's request was to find the total of their most recent order. The most recent order is #W6729841 (the last/highest-numbered order in the account) with a total of $829.43. While the agent did list $829.43 among the three order totals, it never identified it as the total of the most recent order. When the user explicitly asked which order was placed most recently, the agent stated it could not determine recency because order dates were unavailable, and ended the conversation without answering the user's question. Therefore, the agent did not fulfill the expected outcome of telling the user their most recent order total is $829.43.
agent
Hi! How can I help you today?
user
Hi! I'm trying to find out how much I paid for my most recent order. I can't remember exactly when I placed it, but I'd like to check the total amount.
agent
I'd be happy to help you check your most recent order. First, I need to authenticate your identity. Could you please provide me with the email address associated with your account?
user
Hmm, honestly, I can't remember which email address I used for my account. Is there another way you can look me up?
agent
No problem! I can look you up using your first name, last name, and zip code instead. Could you please provide those?
user
Sure — my name is Noah Ito, and my ZIP code is 98178.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
I wasn't able to find an account with the name Noah Ito and ZIP code 98178. Could you double-check the spelling of your name and the ZIP code? Alternatively, if you can recall the email address you used, that would help me locate your account.
user
Oh, wait — sorry about that! I think I mixed up my ZIP code. It should be 98187, not 98178. Could you try that one?
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
I found your account. Let me pull up your details to check your most recent order.
→ get_user_details({"user_id": "noah_ito_3850"})
tool result
{"user_id": "noah_ito_3850", "name": {"first_name": "Noah", "last_name": "Ito"}, "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "email": "noah.ito4296@example.com", "payment_methods": {"credit_card_1620755": {"source": "credit_card", "id": "credit_card_1620755", "brand": "mastercard", "last_four": "1065"}}, "orders": ["#W3445693", "#W4219264", "#W6729841"]}
agent
Let me look at your orders to find the most recent one.
→ get_order_details({"order_id": "#W3445693"})
→ get_order_details({"order_id": "#W4219264"})
→ get_order_details({"order_id": "#W6729841"})
tool result
{"order_id": "#W3445693", "user_id": "noah_ito_3850", "address": {"address1": "144 Lakeview Drive", "address2": "Suite 925", "city": "New York", "country": "USA", "state": "NY", "zip": "10228"}, "items": [{"name": "Sneakers", "product_id": "7471004230", "item_id": "6477915553", "price": 186.45, "options": {"size": "6", "color": "black", "material": "synthetic"}}, {"name": "Cycling Helmet", "product_id": "7765186836", "item_id": "2206116040", "price": 209.91, "options": {"size": "L", "color": "blue", "ventilation": "high"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "6341716129", "price": 523.31, "options": {"room size": "large", "filter type": "HEPA", "features": "smart sensors"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["870596657470"], "item_ids": ["6477915553", "2206116040", "6341716129"]}], "payment_history": [{"transaction_type": "payment", "amount": 919.67, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
tool result
{"order_id": "#W4219264", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "7869640094", "price": 47.59, "options": {"pieces": "2000", "theme": "animals", "difficulty level": "expert"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "8886009523", "price": 1944.02, "options": {"strap material": "silicone", "dial color": "blue"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "9112290483", "price": 1925.16, "options": {"strap material": "metal", "dial color": "blue"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 3916.77, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
tool result
{"order_id": "#W6729841", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "3076708684", "price": 535.97, "options": {"room size": "medium", "filter type": "HEPA", "features": "quiet operation"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 829.43, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
I found your account, Noah. You have three orders on file. Let me share them with you: 1. **#W3445693** (delivered) — total **$919.67** 2. **#W4219264** (pending) — total **$3,916.77** 3. **#W6729841** (pending) — total **$829.43** Could you let me know which order you're referring to as your most recent one? I want to make sure I give you the correct total.
user
That's the thing — I'm not sure which one it was, since I don't remember when I placed it. Could you tell me which of those was placed most recently?
agent
I'm sorry, but the order details I have access to don't include the date each order was placed, so I'm unable to determine which one was placed most recently. Is there anything else I can help you with regarding these orders?
user
###OUT-OF-SCOPE###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (9/9 turns in cs) · 241s · user_stop
judge assertions (1)
met
Agent should tell the user the order total is $829.43.
The agent clearly communicated the order total of 829.43 USD for order #W6729841 multiple times: first when listing all orders ('#W6729841 – čekající (Bluetooth Speaker, Air Purifier) – zaplaceno **829,43 USD**') and then explicitly confirming it ('Ano, potvrzuji, že u objednávky **#W6729841**... byla zaplacena částka **829,43 USD**'). The amount matches the payment history in the order data.
Czech language judge: no problems found in the agent's turns.
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Chtěl bych se zeptat, kolik jsem zaplatil za svou poslední objednávku. Bohužel si přesně nepamatuji, kdy jsem ji zadal, tak doufám, že mi s tím dokážete pomoci.
agent
Dobrý den! Rád vám pomohu. Pro ověření vaší identity bych potřeboval znát váš e-mail, případně jméno a PSČ. Můžete mi je prosím poskytnout?
user
E-mail si bohužel nepamatuji, ale můžu vám dát své jméno a PSČ. Jmenuji se Noah Ito a PSČ je 98178.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
Bohužel se mi nepodařilo najít uživatele podle jména Noah Ito a PSČ 98178. Mohl byste prosím zkontrolovat, zda jsou tyto údaje správné, nebo mi poskytnout jiné údaje (např. e-mail)?
user
Omlouvám se, udělal jsem chybu! Správné PSČ je 98187, ne 98178. Zkuste to prosím s tímto.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
Děkuji! Našel jsem váš účet. Podívám se na vaše objednávky, abych zjistil, kolik jste zaplatil za svou poslední objednávku.
→ get_user_details({"user_id": "noah_ito_3850"})
tool result
{"user_id": "noah_ito_3850", "name": {"first_name": "Noah", "last_name": "Ito"}, "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "email": "noah.ito4296@example.com", "payment_methods": {"credit_card_1620755": {"source": "credit_card", "id": "credit_card_1620755", "brand": "mastercard", "last_four": "1065"}}, "orders": ["#W3445693", "#W4219264", "#W6729841"]}
agent
Podívám se na vaše objednávky, abych zjistil, která je poslední.
→ get_order_details({"order_id": "#W3445693"})
→ get_order_details({"order_id": "#W4219264"})
→ get_order_details({"order_id": "#W6729841"})
tool result
{"order_id": "#W3445693", "user_id": "noah_ito_3850", "address": {"address1": "144 Lakeview Drive", "address2": "Suite 925", "city": "New York", "country": "USA", "state": "NY", "zip": "10228"}, "items": [{"name": "Sneakers", "product_id": "7471004230", "item_id": "6477915553", "price": 186.45, "options": {"size": "6", "color": "black", "material": "synthetic"}}, {"name": "Cycling Helmet", "product_id": "7765186836", "item_id": "2206116040", "price": 209.91, "options": {"size": "L", "color": "blue", "ventilation": "high"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "6341716129", "price": 523.31, "options": {"room size": "large", "filter type": "HEPA", "features": "smart sensors"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["870596657470"], "item_ids": ["6477915553", "2206116040", "6341716129"]}], "payment_history": [{"transaction_type": "payment", "amount": 919.67, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
tool result
{"order_id": "#W4219264", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "7869640094", "price": 47.59, "options": {"pieces": "2000", "theme": "animals", "difficulty level": "expert"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "8886009523", "price": 1944.02, "options": {"strap material": "silicone", "dial color": "blue"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "9112290483", "price": 1925.16, "options": {"strap material": "metal", "dial color": "blue"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 3916.77, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
tool result
{"order_id": "#W6729841", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "3076708684", "price": 535.97, "options": {"room size": "medium", "filter type": "HEPA", "features": "quiet operation"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 829.43, "payment_method_id": "credit_card_1620755"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
Děkuji za trpělivost. Našel jsem u vašeho účtu tři objednávky: - **#W3445693** – doručena (Sneakers, Cycling Helmet, Air Purifier) – zaplaceno **919,67 USD** - **#W4219264** – čekající (Jigsaw Puzzle, 2× Wristwatch) – zaplaceno **3 916,77 USD** - **#W6729841** – čekající (Bluetooth Speaker, Air Purifier) – zaplaceno **829,43 USD** Bohužel nemám k dispozici data objednávek, takže nedokážu jednoznačně určit, která je ta poslední. Mohl byste mi prosím říct, o kterou objednávku se jedná (např. podle obsahu), nebo mi poskytnout číslo objednávky?
user
Hmm, to je trochu problém, protože si právě nepamatuji, kdy jsem objednávku zadal, ani přesně co v ní bylo. Nedá se to poznat třeba podle čísel objednávek? Čekal bych, že vyšší číslo znamená novější objednávku – nebo to tak u vás nefunguje?
agent
Rozumím vaší situaci. Bohužel nemám k dispozici data objednávek, takže nedokážu spolehlivě určit, která objednávka je ta poslední, a nechci hádat ani si vymýšlet informace. Mohl byste mi prosím pomoci objednávku identifikovat jiným způsobem? Například podle obsahu (co v ní bylo) nebo podle částky, kterou jste zaplatil. Rád vám pak řeknu přesnou částku.
user
Chápu, že to nemůžete potvrdit. Ale když nad tím přemýšlím, asi nejlogičtější bude předpokládat, že objednávka s nejvyšším číslem je ta poslední – tedy #W6729841. U té jste říkal částku 829,43 USD, je to tak?
agent
Ano, potvrzuji, že u objednávky **#W6729841** (obsahující Bluetooth Speaker a Air Purifier) byla zaplacena částka **829,43 USD**. Nicméně upozorňuji, že nemohu potvrdit, že se jedná o vaši poslední objednávku, protože nemám k dispozici data objednávek. Pokud si přejete, mohu vám pomoci s dalšími informacemi o této objednávce.
user
Dobře, děkuji za potvrzení. Tedy 829,43 USD za objednávku #W6729841 – to mi prozatím stačí, podle čísla to vypadá jako ta poslední. Děkuji za pomoc a hezký den!
agent
Nemáte zač! Rád jsem pomohl. Pokud byste potřeboval cokoli dalšího, neváhejte se ozvat. Hezký 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.