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

English vs Czech · task 10

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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
For some reason, you want to return all things ordered. You have two payment methods and two orders, and you want to refund each order to the other order's payment method. If not possible, you are angry and swear for a few times, then ask for human representative. Make sure to return BOTH orders.
known to the user
You are mia_garcia_4516 (mia.garcia2723@example.com).
how to behave
You are a mysterious person and do not want to reveal much about yourself or speak too many words at the same time.
What L2 Interaction changedboth, differently
appended to the agent's policy (agent_system):
You must respond to the user entirely in the same language they use. If the user writes in Czech, you must reply in Czech. If the task mentions actions the user can perform on their own device, ask the user to do them in plain language rather than treating them as tools. Authentication and identifiers: never invent or guess identifiers, email addresses, names, zip codes, order IDs, product IDs, item IDs, or payment method IDs.
prepended to the customer brief (user_system):
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
opening turn (greeting):
English:
Hi! How can I help you today?
Czech:
Dobrý den! Jak vám mohu dnes pomoci?
Everything else — task, tools, policy body, database, seed — is identical between the two columns.
Agent policy (system prompt)agent only
# Retail agent policy As a retail agent, you can help users: - **cancel or modify pending orders** - **return or exchange delivered orders** - **modify their default user address** - **provide information about their own profile, orders, and related products** At the beginning of the conversation, you have to authenticate the user identity by locating their user id via email, or via name + zip code. This has to be done even when the user already provides the user id. Once the user has been authenticated, you can provide the user with information about order, product, profile information, e.g. help the user look up order id. You can only help one user per conversation (but you can handle multiple requests from the same user), and must deny any requests for tasks related to any other user. Before taking any action that updates the database (cancel, modify, return, exchange), you must list the action details and obtain explicit user confirmation (yes) to proceed. You should not make up any information or knowledge or procedures not provided by the user or the tools, or give subjective recommendations or comments. You should at most make one tool call at a time, and if you take a tool call, you should not respond to the user at the same time. If you respond to the user, you should not make a tool call at the same time. You should deny user requests that are against this policy. You should transfer the user to a human agent if and only if the request cannot be handled within the scope of your actions. To transfer, first make a tool call to transfer_to_human_agents, and then send the message 'YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.' to the user. ## Domain basic - All times in the database are EST and 24 hour based. For example "02:30:00" means 2:30 AM EST. ### User Each user has a profile containing: - unique user id - email - default address - payment methods. There are three types of payment methods: **gift card**, **paypal account**, **credit card**. ### Product Our retail store has 50 types of products. For each **type of product**, there are **variant items** of different **options**. For example, for a 't-shirt' product, there could be a variant item with option 'color blue size M', and another variant item with option 'color red size L'. Each product has the following attributes: - unique product id - name - list of variants Each variant item has the following attributes: - unique item id - information about the value of the product options for this item. - availability - price Note: Product ID and Item ID have no relations and should not be confused! ### Order Each order has the following attributes: - unique order id - user id - address - items ordered - status - fullfilments info (tracking id and item ids) - payment history The status of an order can be: **pending**, **processed**, **delivered**, or **cancelled**. Orders can have other optional attributes based on the actions that have been taken (cancellation reason, which items have been exchanged, what was the exchane price difference etc) ## Generic action rules Generally, you can only take action on pending or delivered orders. Exchange or modify order tools can only be called once per order. Be sure that all items to be changed are collected into a list before making the tool call!!! ## Cancel pending order An order can only be cancelled if its status is 'pending', and you should check its status before taking the action. The user needs to confirm the order id and the reason (either 'no longer needed' or 'ordered by mistake') for cancellation. Other reasons are not acceptable. After user confirmation, the order status will be changed to 'cancelled', and the total will be refunded via the original payment method immediately if it is gift card, otherwise in 5 to 7 business days. ## Modify pending order An order can only be modified if its status is 'pending', and you should check its status before taking the action. For a pending order, you can take actions to modify its shipping address, payment method, or product item options, but nothing else. ### Modify payment The user can only choose a single payment method different from the original payment method. If the user wants the modify the payment method to gift card, it must have enough balance to cover the total amount. After user confirmation, the order status will be kept as 'pending'. The original payment method will be refunded immediately if it is a gift card, otherwise it will be refunded within 5 to 7 business days. ### Modify items This action can only be called once, and will change the order status to 'pending (items modifed)'. The agent will not be able to modify or cancel the order anymore. So you must confirm all the details are correct and be cautious before taking this action. In particular, remember to remind the customer to confirm they have provided all the items they want to modify. For a pending order, each item can be modified to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. ## Return delivered order An order can only be returned if its status is 'delivered', and you should check its status before taking the action. The user needs to confirm the order id and the list of items to be returned. The user needs to provide a payment method to receive the refund. The refund must either go to the original payment method, or an existing gift card. After user confirmation, the order status will be changed to 'return requested', and the user will receive an email regarding how to return items. ## Exchange delivered order An order can only be exchanged if its status is 'delivered', and you should check its status before taking the action. In particular, remember to remind the customer to confirm they have provided all items to be exchanged. For a delivered order, each item can be exchanged to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. After user confirmation, the order status will be changed to 'exchange requested', and the user will receive an email regarding how to return items. There is no need to place a new order.
User-simulator guidelinesuser simulator only
# User Simulation Guidelines You are playing the role of a customer contacting a customer service representative. Your goal is to simulate realistic customer interactions while following specific scenario instructions. ## Core Principles - Generate one message at a time, maintaining natural conversation flow. - Strictly follow the scenario instructions you have received. - Never make up or hallucinate information not provided in the scenario instructions. Information that is not provided in the scenario instructions should be considered unknown or unavailable. - Avoid repeating the exact instructions verbatim. Use paraphrasing and natural language to convey the same information - Disclose information progressively. Wait for the agent to ask for specific information before providing it. ## Task Completion - The goal is to continue the conversation until the task is complete. - If the instruction goal is satisified, generate the '###STOP###' token to end the conversation. - If you are transferred to another agent, generate the '###TRANSFER###' token to indicate the transfer. - If you find yourself in a situation in which the scenario does not provide enough information for you to continue the conversation, generate the '###OUT-OF-SCOPE###' token to end the conversation. Remember: The goal is to create realistic, natural conversations while strictly adhering to the provided instructions and maintaining character consistency.
prepended to the customer brief by --lang-components user_system. Reconstructed from seatau.translation.language: unlike the agent policy, this text is not recorded in results.json.
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
How this was gradedneither party
database actions required
  • find_user_id_by_email({"email": "mia.garcia2723@example.com"})
  • get_user_details({"user_id": "mia_garcia_4516"})
  • get_order_details({"order_id": "#W5490111"})
  • get_order_details({"order_id": "#W7387996"})
  • transfer_to_human_agents({"summary": "The user wants to refund each order to the opposite order's payment method, but the agent cannot help."})
reward basis
DB, NL_ASSERTION

English

reward 0.00 · DB 0.00 · NL_ASSERTION 1.00 · language 1.00 (4/4 turns in en) · 229s · user_stop
agent
Hi! How can I help you today?
user
Hi. I need to return my orders. Both of them.
agent
I'd be happy to help you with that. To get started, could you please provide your email address, or your first and last name along with your zip code?
user
mia.garcia2723@example.com
agent
→ find_user_id_by_email({"email": "mia.garcia2723@example.com"})
tool result
mia_garcia_4516
agent
→ get_user_details({"user_id": "mia_garcia_4516"})
tool result
{"user_id": "mia_garcia_4516", "name": {"first_name": "Mia", "last_name": "Garcia"}, "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "email": "mia.garcia2723@example.com", "payment_methods": {"paypal_9497703": {"source": "paypal", "id": "paypal_9497703"}, "credit_card_3124723": {"source": "credit_card", "id": "credit_card_3124723", "brand": "visa", "last_four": "7285"}}, "orders": ["#W5490111", "#W7387996"]}
agent
→ get_order_details({"order_id": "#W5490111"})
tool result
{"order_id": "#W5490111", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Water Bottle", "product_id": "8310926033", "item_id": "4579334072", "price": 54.85, "options": {"capacity": "750ml", "material": "glass", "color": "black"}}, {"name": "Mechanical Keyboard", "product_id": "1656367028", "item_id": "1421289881", "price": 268.77, "options": {"switch type": "linear", "backlight": "none", "size": "80%"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "6117189161", "price": 481.5, "options": {"resolution": "4K", "waterproof": "yes", "color": "silver"}}, {"name": "Backpack", "product_id": "2524789262", "item_id": "4947717507", "price": 218.04, "options": {"color": "green", "size": "medium", "material": "leather", "compartment": "camera"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["574297338433"], "item_ids": ["4579334072", "1421289881", "6117189161", "4947717507"]}], "payment_history": [{"transaction_type": "payment", "amount": 1023.16, "payment_method_id": "credit_card_3124723"}], "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": "#W7387996"})
tool result
{"order_id": "#W7387996", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Gaming Mouse", "product_id": "5713490933", "item_id": "5796612084", "price": 158.89, "options": {"color": "RGB", "sensor type": "optical", "connectivity": "wired"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["200246490130"], "item_ids": ["5796612084"]}], "payment_history": [{"transaction_type": "payment", "amount": 158.89, "payment_method_id": "paypal_9497703"}], "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've found two delivered orders for you. To proceed with the returns, please confirm the items and the refund payment method for each: **Order #W5490111** Items: - Water Bottle - Mechanical Keyboard - Action Camera - Backpack Would you like to return all these items? Also, should the refund be sent to your original payment method (Visa ending in 7285) or a gift card? **Order #W7387996** Item: - Gaming Mouse Would you like to return this item? And should the refund be sent to your original payment method (PayPal) or a gift card?
user
Yes, return everything. But I want the refunds swapped — the first order's refund goes to PayPal, and the second order's refund goes to the Visa.
agent
I'm sorry, but I cannot swap the refund methods. According to our policy, refunds for returned items must be sent either to the original payment method used for that order or to an existing gift card. For **Order #W5490111**, the refund can go to your Visa ending in 7285 or a gift card. For **Order #W7387996**, the refund can go to your PayPal account or a gift card. Please let me know how you would like to proceed for each order.
user
Damn it, that's ridiculous. What the hell kind of policy is that? It's my money, I should decide where it goes. Screw this. Fine. Refund each to the original payment method. But I want to speak to a human representative. Now.
agent
→ return_delivered_order_items({"item_ids": ["4579334072", "1421289881", "6117189161", "4947717507"], "order_id": "#W5490111", "payment_method_id": "credit_card_3124723"})
tool result
{"order_id": "#W5490111", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Water Bottle", "product_id": "8310926033", "item_id": "4579334072", "price": 54.85, "options": {"capacity": "750ml", "material": "glass", "color": "black"}}, {"name": "Mechanical Keyboard", "product_id": "1656367028", "item_id": "1421289881", "price": 268.77, "options": {"switch type": "linear", "backlight": "none", "size": "80%"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "6117189161", "price": 481.5, "options": {"resolution": "4K", "waterproof": "yes", "color": "silver"}}, {"name": "Backpack", "product_id": "2524789262", "item_id": "4947717507", "price": 218.04, "options": {"color": "green", "size": "medium", "material": "leather", "compartment": "camera"}}], "status": "return requested", "fulfillments": [{"tracking_id": ["574297338433"], "item_ids": ["4579334072", "1421289881", "6117189161", "4947717507"]}], "payment_history": [{"transaction_type": "payment", "amount": 1023.16, "payment_method_id": "credit_card_3124723"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": ["1421289881", "4579334072", "4947717507", "6117189161"], "return_payment_method_id": "credit_card_3124723"}
agent
→ return_delivered_order_items({"item_ids": ["5796612084"], "order_id": "#W7387996", "payment_method_id": "paypal_9497703"})
tool result
{"order_id": "#W7387996", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Gaming Mouse", "product_id": "5713490933", "item_id": "5796612084", "price": 158.89, "options": {"color": "RGB", "sensor type": "optical", "connectivity": "wired"}}], "status": "return requested", "fulfillments": [{"tracking_id": ["200246490130"], "item_ids": ["5796612084"]}], "payment_history": [{"transaction_type": "payment", "amount": 158.89, "payment_method_id": "paypal_9497703"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": ["5796612084"], "return_payment_method_id": "paypal_9497703"}
agent
→ transfer_to_human_agents({"summary": "The user, Mia Garcia, has requested to return all items from orders #W5490111 and #W7387996 to their original payment methods. She is dissatisfied with the refund policy regarding payment method selection and wishes to speak with a human representative."})
tool result
Transfer successful
agent
YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.
user
###TRANSFER###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 0.80 (4/5 turns in cs) · 276s · user_stop
Czech language judge: 0 major 5 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den. Chci vrátit své objednávky. Obě.
agent
Abych mohl s vrácením vašich objednávek pomoci, musím nejprve ověřit vaši identitu. Mohli byste mi prosím poskytnout svůj e-mail, nebo alternativně své jméno a PSČ?
user
mia.garcia2723@example.com
agent
→ find_user_id_by_email({"email": "mia.garcia2723@example.com"})
tool result
mia_garcia_4516
agent
→ get_user_details({"user_id": "mia_garcia_4516"})
tool result
{"user_id": "mia_garcia_4516", "name": {"first_name": "Mia", "last_name": "Garcia"}, "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "email": "mia.garcia2723@example.com", "payment_methods": {"paypal_9497703": {"source": "paypal", "id": "paypal_9497703"}, "credit_card_3124723": {"source": "credit_card", "id": "credit_card_3124723", "brand": "visa", "last_four": "7285"}}, "orders": ["#W5490111", "#W7387996"]}
agent
→ get_order_details({"order_id": "#W5490111"})
→ get_order_details({"order_id": "#W7387996"})
tool result
{"order_id": "#W5490111", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Water Bottle", "product_id": "8310926033", "item_id": "4579334072", "price": 54.85, "options": {"capacity": "750ml", "material": "glass", "color": "black"}}, {"name": "Mechanical Keyboard", "product_id": "1656367028", "item_id": "1421289881", "price": 268.77, "options": {"switch type": "linear", "backlight": "none", "size": "80%"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "6117189161", "price": 481.5, "options": {"resolution": "4K", "waterproof": "yes", "color": "silver"}}, {"name": "Backpack", "product_id": "2524789262", "item_id": "4947717507", "price": 218.04, "options": {"color": "green", "size": "medium", "material": "leather", "compartment": "camera"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["574297338433"], "item_ids": ["4579334072", "1421289881", "6117189161", "4947717507"]}], "payment_history": [{"transaction_type": "payment", "amount": 1023.16, "payment_method_id": "credit_card_3124723"}], "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": "#W7387996", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Gaming Mouse", "product_id": "5713490933", "item_id": "5796612084", "price": 158.89, "options": {"color": "RGB", "sensor type": "optical", "connectivity": "wired"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["200246490130"], "item_ids": ["5796612084"]}], "payment_history": [{"transaction_type": "payment", "amount": 158.89, "payment_method_id": "paypal_9497703"}], "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
Vidím, že máte dvě doručené objednávky, které si přejete vrátit. Zde jsou jejich detaily: **Objednávka #W5490111:** - Water Bottle - Mechanical Keyboard - Action Camera - Backpack *(Původní platba: kreditní karta zakončená 7285MINOR"zakončená 7285" is a literal calque of English "ending in 7285". A native Czech speaker would write "kreditní karta končící číslem 7285" or "karta s koncovým číslem 7285".)* **Objednávka #W7387996:** - Gaming Mouse *(Původní platba: PayPal)* Pro pokračování v procesu vrácení prosím potvrďte, zda si přejete vrátit **všechny** položky z obou těchto objednávek. Zároveň budu potřebovat vědět, kam mají být vráceny peníze. Refundace může být provedena buď na **původní platební metodu**MINOR"Refundace může být provedena na platební metodu" is a stiff calque of English "the refund can be issued to the payment method". A native would say e.g. "Peníze vám můžeme vrátit prostřednictvím původní platební metody" or "stejným způsobem, jakým jste platili" — money is returned to an account/card, not "onto a method"., nebo na váš **dárkový poukaz** (pokud jej máte). Prosím uveďte preferovanou metodu pro každou objednávku.
user
Ano, všechny položky. Ale peníze chci jinak. Objednávku #W5490111 vraťte na PayPal. A objednávku #W7387996 na tu kreditní kartu. Prohozené.
agent
Bohužel nemohu provést vrácení peněz na jinou platební metoduMINOR"vrácení peněz na platební metodu" treats the method as a destination, an anglicism ("refund to a payment method"); a native would write "vrácení peněz prostřednictvím jiné platební metody" or "na jiný způsob platby"., než byla ta původní, pokud nejde o dárkový poukaz. Podle našich pravidel může být refundace provedena pouze na **původní platební metodu**MINORSame calque: "refundace provedená na platební metodu" copies English "refund issued to the payment method"; natural Czech uses "prostřednictvím původní platební metody" or "na původní způsob platby". nebo na **existující dárkový poukaz**. Pro objednávku **#W5490111** tedy mohu vrátit peníze na kreditní kartu (zakončenou 7285)MINOR"zakončenou 7285" is again the English calque "ending in 7285"; natural Czech would be "na kreditní kartu končící číslem 7285" or "s koncovkou 7285". a pro objednávku **#W7387996** na PayPal. Prosím, dejte mi vědět, zda vám tyto možnosti vyhovují, nebo zda byste preferoval(a) vrácení peněz na dárkový poukaz.
user
To je na hovno! Sakra, proč to nejde? Kurva, to je absurdní pravidlo. Dobře. Vraťte obě objednávky na původní platební metody. Obě! Ale chci mluvit s člověkem. Přepojte mě na živého zástupce.
agent
→ transfer_to_human_agents({"summary": "The user wants to return all items from orders #W5490111 and #W7387996 to their original payment methods. They are very frustrated with the refund policy and explicitly requested to speak with a human agent."})
tool result
Transfer successful
agent
BUDETE PŘEPOJENI NA LIDSKÉHO AGENTA. PROSÍM, POČKEJTE.
user
###TRANSFER###
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.