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

English vs Czech · task 68

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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 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in en) · 367s · user_stop
judge assertions (1)
met
Agent should tell the user the order total is $829.43.
The agent successfully authenticated the user (after the zip code correction), retrieved the most recent order #W6729841, and explicitly stated: 'Your most recent order (#W6729841) has a total of **$829.43**.' The user confirmed this was exactly what they needed. The expected outcome was fully satisfied.
agent
Hi! How can I help you today?
user
Hi there! I'm hoping you can help me figure out how much I paid for my most recent order. I honestly can't remember exactly when I placed it, so I'm not sure where to start looking.
agent
Hello! I'd be happy to help you find out how much you paid for your most recent order. To get started, I'll need to authenticate your identity first. Could you please provide your email address associated with your account?
user
Oh, that's the thing — I actually can't remember which email address I used for my account. Is there another way you could look me up?
agent
No problem! I can look you up using your name and zip code instead. Could you please provide me with: 1. Your first name 2. Your last name 3. Your zip code Once I have this information, I'll be able to locate your account and help you find your most recent order details.
user
Sure! My first name is Noah, last name is 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. This could be due to a few reasons: 1. There might be a typo in the name or zip code 2. You might be registered under a different name (perhaps a nickname or maiden name) 3. The zip code on file might be different from 98178 Could you please double-check the information? Alternatively, if you can remember any part of your email address, or if you have an order confirmation email, that might help us locate your account. Also, do you happen to have any order IDs from previous purchases? That could help us track down your account as well.
user
Oh wait, I'm sorry — I think I mixed up my zip code! It should be 98187, not 98178. I always get those two confused. Could you try again with 98187?
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
→ 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
→ get_order_details({"order_id": "#W6729841"})
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
Your most recent order (#W6729841) has a total of **$829.43**. It includes: - Bluetooth Speaker (Black, 10-hour battery, water resistant): $293.46 - Air Purifier (Medium room size, HEPA filter, quiet operation): $535.97 The order is currently in "pending" status and was charged to your Mastercard ending in 1065. Let me know if you need any other details or assistance!
user
That's exactly what I needed to know — $829.43 for my most recent order. Thank you so much for your help, and sorry again about the zip code mix-up! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in cs) · 687s · user_stop
judge assertions (1)
met
Agent should tell the user the order total is $829.43.
The agent successfully verified the user's identity, retrieved their orders, identified the most recent order (#W6729841), and clearly stated to the user: 'Celková částka, kterou jste za ni zaplatil, je **829,43 USD**' (The total amount you paid for it is $829.43). This matches the expected outcome exactly.
Czech language judge: no problems found in the agent's turns.
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Chtěl bych zjistit, kolik jsem zaplatil za svou poslední objednávku. Bohužel si už nepamatuji, kdy přesně jsem ji zadal. Mohli byste mi s tím prosím pomoci?
agent
Dobrý den! Rád vám pomohu zjistit informace o vaší poslední objednávce. Pro ověření vaší identity potřebuji znát vaši e-mailovou adresu. Mohli byste mi ji prosím sdělit?
user
Bohužel si svou e-mailovou adresu nepamatuji. Je možné mě ověřit nějakým jiným způsobem?
agent
Ano, je možné vás ověřit pomocí vašeho jména, příjmení a PSČ. Mohli byste mi prosím sdělit vaše křestní jméno, příjmení a PSČ?
user
Jasně! Jmenuji se Noah Ito a moje 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, s uvedeným jménem a PSČ se mi nepodařilo najít žádného uživatele v systému. Mohli byste prosím zkontrolovat, zda je jméno a PSČ správně zapsané? Případně, pokud si vzpomenete na svou e-mailovou adresu, mohl bych se pokusit vás najít pomocí ní.
user
Omlouvám se, asi jsem udělal chybu! Správné PSČ je 98187.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
→ 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
→ get_order_details({"order_id": "#W3445693"})
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}
agent
→ get_order_details({"order_id": "#W6729841"})
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
Na základě vašich údajů jsem našel vaši poslední objednávku s číslem **#W6729841**. Celková částka, kterou jste za ni zaplatil, je **829,43 USD**. Objednávka je aktuálně ve stavu `pending` (čeká na zpracování). Potřebujete ještě nějaké další informace o této nebo jiné objednávce?
user
Děkuji, to je přesně to, co jsem potřeboval vědět! Už nic dalšího nepotřebuji. 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.