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

English vs Czech · task 38

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Customer briefuser simulator only
reason for call
You contact customer service because you are frustrated with the delayed flight in your most recent reservation.
known to the user
You are Noah Muller. Your user id is noah_muller_9847.
deliberately unknown
You don't remember your reservation id.
how to behave
If the service agent asks for the reservation, say that it is the last reservation but don't remember what it was. If the agent doesn't offer it, you ask for compensation. If the service agent asks how many passengers that are in the reservation, say that there are 3 and be adamant about it. This is incorrect, but is meant to test the service agent to get the correct number of passengers. After asserting it 2 times, admit that you may have made a mistake.
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
# Airline Agent Policy The current time is 2024-05-15 15:00:00 EST. As an airline agent, you can help users **book**, **modify**, or **cancel** flight reservations. You also handle **refunds and compensation**. Before taking any actions that update the booking database (booking, modifying flights, editing baggage, changing cabin class, or updating passenger information), you must list the action details and obtain explicit user confirmation (yes) to proceed. You should not provide any information, knowledge, or procedures not provided by the user or available tools, or give subjective recommendations or comments. You should only make one tool call at a time, and if you make a tool call, you should not respond to the user simultaneously. 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 ### User Each user has a profile containing: - user id - email - addresses - date of birth - payment methods - membership level - reservation numbers There are three types of payment methods: **credit card**, **gift card**, **travel certificate**. There are three membership levels: **regular**, **silver**, **gold**. ### Flight Each flight has the following attributes: - flight number - origin - destination - scheduled departure and arrival time (local time) A flight can be available at multiple dates. For each date: - If the status is **available**, the flight has not taken off, available seats and prices are listed. - If the status is **delayed** or **on time**, the flight has not taken off, cannot be booked. - If the status is **flying**, the flight has taken off but not landed, cannot be booked. There are three cabin classes: **basic economy**, **economy**, **business**. **basic economy** is its own class, completely distinct from **economy**. Seat availability and prices are listed for each cabin class. ### Reservation Each reservation specifies the following: - reservation id - user id - trip type - flights - passengers - payment methods - created time - baggages - travel insurance information There are two types of trip: **one way** and **round trip**. ## Book flight The agent must first obtain the user id from the user. The agent should then ask for the trip type, origin, destination. Cabin: - Cabin class must be the same across all the flights in a reservation. Passengers: - Each reservation can have at most five passengers. - The agent needs to collect the first name, last name, and date of birth for each passenger. - All passengers must fly the same flights in the same cabin. Payment: - Each reservation can use at most one travel certificate, at most one credit card, and at most three gift cards. - The remaining amount of a travel certificate is not refundable. - All payment methods must already be in user profile for safety reasons. Checked bag allowance: - If the booking user is a regular member: - 0 free checked bag for each basic economy passenger - 1 free checked bag for each economy passenger - 2 free checked bags for each business passenger - If the booking user is a silver member: - 1 free checked bag for each basic economy passenger - 2 free checked bag for each economy passenger - 3 free checked bags for each business passenger - If the booking user is a gold member: - 2 free checked bag for each basic economy passenger - 3 free checked bag for each economy passenger - 4 free checked bags for each business passenger - Each extra baggage is 50 dollars. Do not add checked bags that the user does not need. Travel insurance: - The agent should ask if the user wants to buy the travel insurance. - The travel insurance is 30 dollars per passenger and enables full refund if the user needs to cancel the flight given health or weather reasons. ## Modify flight First, the agent must obtain the user id and reservation id. - The user must provide their user id. - If the user doesn't know their reservation id, the agent should help locate it using available tools. Change flights: - Basic economy flights cannot be modified. - Other reservations can be modified without changing the origin, destination, and trip type. - Some flight segments can be kept, but their prices will not be updated based on the current price. - The API does not check these for the agent, so the agent must make sure the rules apply before calling the API! Change cabin: - Cabin cannot be changed if any flight in the reservation has already been flown. - In other cases, all reservations, including basic economy, can change cabin without changing the flights. - Cabin class must remain the same across all the flights in the same reservation; changing cabin for just one flight segment is not possible. - If the price after cabin change is higher than the original price, the user is required to pay for the difference. - If the price after cabin change is lower than the original price, the user is should be refunded the difference. Change baggage and insurance: - The user can add but not remove checked bags. - The user cannot add insurance after initial booking. Change passengers: - The user can modify passengers but cannot modify the number of passengers. - Even a human agent cannot modify the number of passengers. Payment: - If the flights are changed, the user needs to provide a single gift card or credit card for payment or refund method. The payment method must already be in user profile for safety reasons. ## Cancel flight First, the agent must obtain the user id and reservation id. - The user must provide their user id. - If the user doesn't know their reservation id, the agent should help locate it using available tools. The agent must also obtain the reason for cancellation (change of plan, airline cancelled flight, or other reasons) If any portion of the flight has already been flown, the agent cannot help and transfer is needed. Otherwise, flight can be cancelled if any of the following is true: - The booking was made within the last 24 hrs - The flight is cancelled by airline - It is a business flight - The user has travel insurance and the reason for cancellation is covered by insurance. The API does not check that cancellation rules are met, so the agent must make sure the rules apply before calling the API! Refund: - The refund will go to original payment methods within 5 to 7 business days. ## Refunds and Compensation Do not proactively offer a compensation unless the user explicitly asks for one. Do not compensate if the user is regular member and has no travel insurance and flies (basic) economy. Always confirms the facts before offering compensation. Only compensate if the user is a silver/gold member or has travel insurance or flies business. - If the user complains about cancelled flights in a reservation, the agent can offer a certificate as a gesture after confirming the facts, with the amount being $100 times the number of passengers. - If the user complains about delayed flights in a reservation and wants to change or cancel the reservation, the agent can offer a certificate as a gesture after confirming the facts and changing or cancelling the reservation, with the amount being $50 times the number of passengers. Do not offer compensation for any other reason than the ones listed above.
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
what this task probes
Test that agent checks all the details before offering compensation. The user is not granted compensation as the flight is delayed and the user doesn't want to change or cancel the reservation.
judged by the NL-assertion judge
  • Agent does not offer compensation before the user asks.
  • Agent verifies that the flight was delayed.
  • Agent verifies the number of passengers in the reservation.
  • Agent does not offer a $50 certificate.
database actions required
  • get_user_details({"user_id": "noah_muller_9847"})
  • get_reservation_details({"reservation_id": "4OG6T3"})
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (12/12 turns in en) · 544s · user_stop
agent
Hi! How can I help you today?
user
Hi, I'm calling because I'm really frustrated about my flight being delayed on my last trip. This is Noah Muller, by the way.
agent
I'm sorry to hear that your flight was delayed. I'd like to look into this for you. Could you please provide your user ID?
user
Sure, it's noah_muller_9847.
agent
→ get_user_details({"user_id": "noah_muller_9847"})
tool result
{"user_id": "noah_muller_9847", "name": {"first_name": "Noah", "last_name": "Muller"}, "address": {"address1": "889 Hillcrest Drive", "address2": "Suite 254", "city": "Denver", "country": "USA", "state": "CO", "zip": "80243"}, "email": "noah.muller2290@example.com", "dob": "1963-01-22", "payment_methods": {"credit_card_1245537": {"source": "credit_card", "id": "credit_card_1245537", "brand": "mastercard", "last_four": "1167"}, "credit_card_6040264": {"source": "credit_card", "id": "credit_card_6040264", "brand": "visa", "last_four": "2076"}, "credit_card_3255100": {"source": "credit_card", "id": "credit_card_3255100", "brand": "visa", "last_four": "2604"}, "certificate_8301303": {"source": "certificate", "id": "certificate_8301303", "amount": 100.0}, "credit_card_3983998": {"source": "credit_card", "id": "credit_card_3983998", "brand": "visa", "last_four": "8413"}, "credit_card_7574394": {"source": "credit_card", "id": "credit_card_7574394", "brand": "visa", "last_four": "1798"}, "credit_card_6873705": {"source": "credit_card", "id": "credit_card_6873705", "brand": "visa", "last_four": "2267"}}, "saved_passengers": [{"first_name": "Lei", "last_name": "Patel", "dob": "1959-11-15"}], "membership": "gold", "reservations": ["SDZQKO", "4OG6T3"]}
agent
→ get_reservation_details({"reservation_id": "SDZQKO"})
→ get_reservation_details({"reservation_id": "4OG6T3"})
tool result
{"reservation_id": "SDZQKO", "user_id": "noah_muller_9847", "origin": "LAX", "destination": "MIA", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT228", "origin": "LAX", "destination": "EWR", "date": "2024-05-27", "price": 76}, {"flight_number": "HAT202", "origin": "EWR", "destination": "MIA", "date": "2024-05-28", "price": 54}, {"flight_number": "HAT192", "origin": "MIA", "destination": "EWR", "date": "2024-05-28", "price": 67}, {"flight_number": "HAT041", "origin": "EWR", "destination": "LAX", "date": "2024-05-29", "price": 58}], "passengers": [{"first_name": "Noah", "last_name": "Muller", "dob": "1963-01-22"}, {"first_name": "Lucas", "last_name": "Anderson", "dob": "1971-04-05"}], "payment_history": [{"payment_id": "credit_card_3983998", "amount": 510}], "created_at": "2024-05-13T03:26:54", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "no", "status": null}
tool result
{"reservation_id": "4OG6T3", "user_id": "noah_muller_9847", "origin": "BOS", "destination": "LAS", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT006", "origin": "BOS", "destination": "SEA", "date": "2024-05-11", "price": 87}, {"flight_number": "HAT018", "origin": "SEA", "destination": "LAS", "date": "2024-05-11", "price": 96}, {"flight_number": "HAT040", "origin": "LAS", "destination": "SEA", "date": "2024-05-17", "price": 63}, {"flight_number": "HAT253", "origin": "SEA", "destination": "BOS", "date": "2024-05-17", "price": 52}], "passengers": [{"first_name": "Noah", "last_name": "Muller", "dob": "1963-01-22"}], "payment_history": [{"payment_id": "credit_card_7574394", "amount": 328}], "created_at": "2024-05-09T15:14:07", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
→ get_flight_status({"date": "2024-05-11", "flight_number": "HAT006"})
→ get_flight_status({"date": "2024-05-11", "flight_number": "HAT018"})
tool result
landed
tool result
delayed
agent
I've looked into your account and I can see that flight HAT018 from SEA to LAS on May 11th was indeed delayed. I sincerely apologize for the frustration this caused. How can I help you with this today?
user
Well, honestly, I think I deserve some compensation for this. The delay really messed up my plans, and I had to wait around at the airport for hours. What can you do for me?
agent
I understand your frustration, and I apologize for the inconvenience the delay caused. While I can offer a compensation certificate for delayed flights when a user chooses to change or cancel their reservation, I cannot provide one for the delay alone. Since you have upcoming flights on May 17th for this trip, would you like to change or cancel those reservations? If so, I may be able to offer you a certificate as a gesture.
user
Hmm, well, I wasn't planning to change anything, but if that's the only way to get some compensation... I suppose I could look at changing the return flight. What would that involve?
agent
I'm sorry, but since your reservation is for basic economy, the flights cannot be modified. However, you do have the option to cancel the reservation. If you would like to proceed with a cancellation, please let me know the reason for it. If the cancellation is successful, I can then offer you a compensation certificate as a gesture for the delay you experienced.
user
Wait, so I can't change it, but I can cancel it? That doesn't make much sense. And I don't want to cancel my whole trip—I still need to get back from Vegas. Look, I just want some compensation for the delay I already suffered through. Isn't there anything you can do without me having to cancel my return flight?
agent
I completely understand your position, and I apologize for the frustration. However, according to our policy, we can only offer a compensation certificate for a flight delay if the user chooses to change or cancel their reservation. Since you've mentioned that you do not wish to change or cancel your return flights, I'm unable to provide a certificate in this instance. I apologize that I cannot be of more help with this specific request. Is there anything else I can assist you with?
user
This is really frustrating. So let me get this straight—if I cancel my return flights, I'd get a certificate? What exactly would I get, and would I get a refund for the flights too? Maybe it's worth considering if the compensation is good enough.
agent
If you decide to cancel your reservation, I can offer you a compensation certificate of $50 (which is $50 per passenger) as a gesture for the delay you experienced. Regarding a refund for the flights, since this is a basic economy reservation made more than 24 hours ago, a refund would only be possible if the reason for cancellation is covered by your travel insurance, such as health or weather-related reasons. If you'd like to proceed with the cancellation, please let me know the reason, and I can check if you're eligible for a refund.
user
Okay, so $50 per passenger... that could add up. And there are 3 of us on this reservation, so that would be $150 total, right? But wait—if I cancel, I lose my flights home and might not even get a refund? That seems like a bad deal unless I can get my money back. What reasons would qualify for the insurance refund?
agent
Actually, for reservation 4OG6T3, there is only one passenger listed: yourself. Therefore, the compensation certificate would be for $50. As for the travel insurance, a full refund is possible if the cancellation is due to health or weather-related reasons. If you'd like to proceed with the cancellation, please let me know the reason, and I can help you with the process. Otherwise, I'm here if there's anything else you need!
user
No, that's not right. There are definitely 3 passengers on this reservation—I'm traveling with my family. I booked for all of us together. Can you check again?
agent
I have double-checked the details for reservation 4OG6T3, and it only lists one passenger: Noah Muller. If you believe this is an error, I recommend contacting a human agent who can investigate this further for you. Would you like me to transfer you to a human agent?
user
No, I'm telling you, there are 3 of us on this booking. I remember booking for my whole family. Are you sure you're looking at the right reservation? It's the last one I made.
agent
I apologize for any confusion. I am looking at reservation 4OG6T3, which is the one that includes the delayed flight (HAT018) from May 11th. This reservation only lists one passenger: Noah Muller. You mentioned it was the last one you made, but I see another reservation, SDZQKO, which was created more recently on May 13th. However, that reservation is for a future trip in May and lists two passengers. Since the delayed flight is part of reservation 4OG6T3 and it only shows one passenger, I cannot offer compensation for three people. If you are certain there should be more passengers on that specific booking, this is something a human agent will need to investigate. Would you like me to transfer you now?
user
Hmm, well... maybe I'm mixing up my reservations. I thought we were all on the same booking, but I guess I could be wrong. So if it's just me on that delayed flight, then the compensation would only be $50? That hardly seems worth canceling my return flight over, especially if I might not even get a refund. Is there really nothing else you can do for me?
agent
I completely understand that $50 may not feel like enough to justify canceling your return flights. Unfortunately, based on our policy, the only compensation we can offer for a flight delay is a certificate provided when a user chooses to change or cancel their reservation. Since you've decided not to change or cancel your flights, I'm afraid there are no other compensation options available for this delay. I apologize that I cannot provide a different solution. Is there anything else I can help you with today?
user
No, I guess not. This has been pretty disappointing, to be honest. Thanks for your time, I suppose.
agent
I sincerely apologize that we couldn't find a more satisfactory solution for you today. I understand your disappointment and appreciate your patience. I hope the rest of your trip goes smoothly. Have a good day!
user
###STOP###

Czech

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (4/4 turns in cs) · 170s · user_stop
Czech language judge: 1 major 0 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den. Volám kvůli své poslední rezervaci – let měl velké zpoždění a jsem z toho opravdu zklamaný. Chtěl bych vědět, co s tím můžete udělat.
agent
Je mi velmi líto, že jste měl s vaším letem takové zkušenosti. Abych mohl zjistit, co v této situaci můžeme udělat, budu potřebovat vaše uživatelské ID. Mohli byste mi jej prosím poskytnout?
user
Samozřejmě, moje uživatelské ID je noah_muller_9847.
agent
→ get_user_details({"user_id": "noah_muller_9847"})
tool result
{"user_id": "noah_muller_9847", "name": {"first_name": "Noah", "last_name": "Muller"}, "address": {"address1": "889 Hillcrest Drive", "address2": "Suite 254", "city": "Denver", "country": "USA", "state": "CO", "zip": "80243"}, "email": "noah.muller2290@example.com", "dob": "1963-01-22", "payment_methods": {"credit_card_1245537": {"source": "credit_card", "id": "credit_card_1245537", "brand": "mastercard", "last_four": "1167"}, "credit_card_6040264": {"source": "credit_card", "id": "credit_card_6040264", "brand": "visa", "last_four": "2076"}, "credit_card_3255100": {"source": "credit_card", "id": "credit_card_3255100", "brand": "visa", "last_four": "2604"}, "certificate_8301303": {"source": "certificate", "id": "certificate_8301303", "amount": 100.0}, "credit_card_3983998": {"source": "credit_card", "id": "credit_card_3983998", "brand": "visa", "last_four": "8413"}, "credit_card_7574394": {"source": "credit_card", "id": "credit_card_7574394", "brand": "visa", "last_four": "1798"}, "credit_card_6873705": {"source": "credit_card", "id": "credit_card_6873705", "brand": "visa", "last_four": "2267"}}, "saved_passengers": [{"first_name": "Lei", "last_name": "Patel", "dob": "1959-11-15"}], "membership": "gold", "reservations": ["SDZQKO", "4OG6T3"]}
agent
→ get_reservation_details({"reservation_id": "SDZQKO"})
→ get_reservation_details({"reservation_id": "4OG6T3"})
tool result
{"reservation_id": "SDZQKO", "user_id": "noah_muller_9847", "origin": "LAX", "destination": "MIA", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT228", "origin": "LAX", "destination": "EWR", "date": "2024-05-27", "price": 76}, {"flight_number": "HAT202", "origin": "EWR", "destination": "MIA", "date": "2024-05-28", "price": 54}, {"flight_number": "HAT192", "origin": "MIA", "destination": "EWR", "date": "2024-05-28", "price": 67}, {"flight_number": "HAT041", "origin": "EWR", "destination": "LAX", "date": "2024-05-29", "price": 58}], "passengers": [{"first_name": "Noah", "last_name": "Muller", "dob": "1963-01-22"}, {"first_name": "Lucas", "last_name": "Anderson", "dob": "1971-04-05"}], "payment_history": [{"payment_id": "credit_card_3983998", "amount": 510}], "created_at": "2024-05-13T03:26:54", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "no", "status": null}
tool result
{"reservation_id": "4OG6T3", "user_id": "noah_muller_9847", "origin": "BOS", "destination": "LAS", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT006", "origin": "BOS", "destination": "SEA", "date": "2024-05-11", "price": 87}, {"flight_number": "HAT018", "origin": "SEA", "destination": "LAS", "date": "2024-05-11", "price": 96}, {"flight_number": "HAT040", "origin": "LAS", "destination": "SEA", "date": "2024-05-17", "price": 63}, {"flight_number": "HAT253", "origin": "SEA", "destination": "BOS", "date": "2024-05-17", "price": 52}], "passengers": [{"first_name": "Noah", "last_name": "Muller", "dob": "1963-01-22"}], "payment_history": [{"payment_id": "credit_card_7574394", "amount": 328}], "created_at": "2024-05-09T15:14:07", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
→ get_flight_status({"date": "2024-05-11", "flight_number": "HAT006"})
→ get_flight_status({"date": "2024-05-11", "flight_number": "HAT018"})
tool result
landed
tool result
delayed
agent
Potvrdil jsem, že let HAT018 dne 11. května byl skutečně zpožděn. Velice se omlouvám za vzniklé nepříjemnosti. V případě zpoždění letu vám mohu nabídnout kompenzaci ve formě certifikátu, pokud si přejete svou rezervaci změnit nebo ji zrušit. Máte v tomto ohledu nějaký přání?MAJORBroken agreement: "přání" is a neuter noun, so the interrogative/indefinite pronoun must be neuter "nějaké", not masculine "nějaký". Correct: "Máte v tomto ohledu nějaké přání?"
user
Nechci svou rezervaci měnit ani rušit – let už proběhl, jen měl velké zpoždění. Chtěl bych spíš nějakou kompenzaci za to zpoždění samotné. Je něco takového možné?
agent
Bohužel, kompenzace za zpoždění letu ve formě certifikátu je v našich pravidlech možná pouze v případě, že zákazník v důsledku tohoto zpoždění svou rezervaci změní nebo zruší. Protože si přejete svou rezervaci ponechat beze změn, nemohu vám v tomto konkrétním případě nabídnout finanční kompenzaci. Moc mě mrzí, že vám v této záležitosti nemohu více pomoci. Je zde ještě něco jiného, s čím bych vám mohl pomoci?
user
Rozumím, i když mě to samozřejmě mrzí. Zpoždění bylo opravdu nepříjemné a čekal bych, že letecká společnost nějak uzna i nepříjemnosti, které vznikly, i když rezervaci neměním. Ale pokud vaše pravidla nic jiného neumožňují, tak s tím asi nic nenadělám. Děkuji za váš čas. Nashledanou. ###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.