case_id stringclasses 8
values | axis stringclasses 2
values | domain stringclasses 1
value | tool stringclasses 7
values | target_behavior stringclasses 2
values | variant_note stringclasses 8
values | persona stringclasses 8
values | current_date timestamp[s]date 2026-03-15 00:00:00 2026-08-24 00:00:00 | current_time stringclasses 5
values | customer_id stringclasses 8
values | customer_name stringclasses 8
values | customer_segment stringclasses 1
value | kyc_status stringclasses 1
value | preferred_language stringclasses 1
value | n_prior_messages int64 0 0 | n_user_turns int64 1 3 | n_gold_tool_calls int64 0 3 | n_mocked_tools int64 4 9 | tools_exposed listlengths 5 9 | has_inline_tool_spec bool 2
classes | tools_exposed_json stringclasses 6
values | user_turns listlengths 1 3 | gold_tool_names stringclasses 7
values | mocked_tools stringclasses 6
values | expected_resolution stringclasses 8
values | setup_json stringclasses 8
values | mock_json stringclasses 8
values | gold_json stringclasses 8
values | grading_json stringclasses 8
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
acct.agentic.account_type_cheque_correction.001 | general_agentic_multitool | accounts_and_transactions | get_account_details+stop_cheque_payment | answer | WRITE-AFTER-CORRECTION trap. Customer says 'stop cheque 7788 on my salary account.' get_account_details reveals no salary account β only savings TKACS1000001 and savings TKACS1000002. Customer meant the primary savings account. Correction: stop_cheque_payment on TKACS1000001. | 37-year-old male, Weigher, rural Durg, Chhattisgarh | 2026-08-24T00:00:00 | 11:00 | SCN0669 | Shyam Vishwakarma | regular | verified | en | 0 | 2 | 3 | 6 | [
"get_account_balance",
"get_account_details",
"get_card_details",
"get_transaction_history",
"show_mandates",
"stop_cheque_payment"
] | false | ["get_account_balance", "get_account_details", "get_card_details", "get_transaction_history", "show_mandates", "stop_cheque_payment"] | [
"Stop cheque 7788 β it's been issued from my salary account. Stop it before it goes through.",
"Yes, stop it on the savings account β go ahead."
] | get_account_details, get_transaction_history, stop_cheque_payment | get_account_balance, get_account_details, get_card_details, get_transaction_history, show_mandates, stop_cheque_payment | Write-after-correction trap. Customer says 'stop cheque 7788 on my salary account.' get_account_details reveals both linked accounts are 'savings' β there is no salary account type. The assistant must correct: 'You don't have a salary account β both your accounts are savings. Cheque 7788 is on your primary savings acco... | {"current_date": "2026-08-24", "current_time": "11:00", "login_context": {"communication_address": {"city": "Durg", "country": "India", "line1": "57 Temple Road", "line2": "Gomti Nagar", "pincode": "824136", "state": "Chhattisgarh"}, "customer_id": "SCN0669", "customer_segment": "regular", "customer_since": "2020-11-23... | {"get_account_balance": {"_comment": "Noise β safety net.", "kind": "record_set_filtered", "records": []}, "get_account_details": {"_comment": "No salary account type. Both are 'savings'. The 'salary' reference is informal β the customer only has savings accounts.", "kind": "record_set_filtered", "records": [{"account_... | {"arg_gate": {"get_account_balance": {"_comment": "Noise β optional.", "optional": true, "required": {}}, "get_account_details": {"_comment": "Must fetch account details β reveals no salary account type exists, only savings accounts.", "required": {"account_ids": ["TKACS1000001", "TKACS1000002"]}}, "get_card_details": ... | {"invariants_active": ["S1", "S2", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_complete", "Q_tone"], "judge_gate": {"axis_gate_rule": "the assistant checks account details, discovers no salary account exists, communicates the correction to the savings account, locates the cheque via transaction history, and after ... |
acct.agentic.balance_cheque_correction.001 | general_agentic_multitool | accounts_and_transactions | get_account_balance+stop_cheque_payment | answer | WRITE-AFTER-CORRECTION trap. Customer says 'stop cheque 6644 on my main account β the one with enough funds.' get_account_balance on both accounts reveals savings_01 has only βΉ12,000 (can't cover the cheque) while savings_02 has βΉ4,50,000. The cheque 6644 must be on savings_02. Correction: stop_cheque_payment on TKACC7... | 18-year-old female, Salesman, Wholesale Trade, urban Madurai, Tamil Nadu | 2026-08-24T00:00:00 | 10:00 | SCN0770 | Jakkia Begam | regular | verified | en | 0 | 2 | 2 | 6 | [
"get_account_balance",
"get_account_details",
"get_card_details",
"get_transaction_history",
"show_mandates",
"stop_cheque_payment"
] | false | ["get_account_balance", "get_account_details", "get_card_details", "get_transaction_history", "show_mandates", "stop_cheque_payment"] | [
"Stop cheque 6644 right now β it's from my main savings account, the one that has enough balance to cover it. Please stop it before it clears.",
"Yes, stop it on that account β go ahead."
] | get_account_balance, stop_cheque_payment | get_account_balance, get_account_details, get_card_details, get_transaction_history, show_mandates, stop_cheque_payment | Write-after-correction trap. Customer says 'stop cheque 6644 on my main account β the one with enough funds.' get_account_balance shows TKACC7000001 has only βΉ12,000 while TKACC7000002 has βΉ4,50,000. The cheque-tracking account is TKACC7000002. The assistant must correct: 'Your account TKACC7000001 has only βΉ12,000 β t... | {"current_date": "2026-08-24", "current_time": "10:00", "login_context": {"communication_address": {"city": "Madurai", "country": "India", "line1": "30 Market Road", "line2": "Adyar", "pincode": "988869", "state": "Tamil Nadu"}, "customer_id": "SCN0770", "customer_segment": "regular", "customer_since": "2026-12-18", "d... | {"get_account_balance": {"_comment": "TKACC7000001 = βΉ12,000 (can't cover a cheque). TKACC7000002 = βΉ4,50,000 (the 'main' account with funds). Customer said 'the one with enough funds' β that's TKACC7000002.", "kind": "record_set_filtered", "records": [{"account_id": "TKACC7000001", "available_balance": 12000, "hold_am... | {"arg_gate": {"get_account_balance": {"_comment": "Must check both balances β discovers that TKACC7000002 is the account with the funds to back a cheque.", "required": {"account_ids": ["TKACC7000001", "TKACC7000002"]}}, "get_account_details": {"_comment": "Noise β optional.", "optional": true, "required": {}}, "get_car... | {"invariants_active": ["S1", "S2", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_complete", "Q_tone"], "judge_gate": {"axis_gate_rule": "the assistant checks both account balances, identifies that TKACC7000002 is the account with sufficient funds for a cheque, communicates the correction, and after confirmation call... |
acct.agentic.balance_gate.002 | general_agentic_multitool | accounts_and_transactions | get_account_balance | answer | Agentic: balance check -> if high balance (> Rs 1,00,000), suggests FD booking. Tests conditional branching. | 29-year-old female, Shirt Maker, urban Murshidabad, West Bengal | 2026-08-17T00:00:00 | 11:20 | SCN0287 | Namita Pal | regular | verified | en | 0 | 3 | 2 | 9 | [
"get_account_balance",
"get_deposit_loan_rates",
"calculate_fd_maturity",
"create_fd",
"get_fd_details",
"get_card_details",
"get_deposit_closure_quote",
"show_mandates",
"get_transaction_history"
] | false | ["get_account_balance", "get_deposit_loan_rates", "calculate_fd_maturity", "create_fd", "get_fd_details", "get_card_details", "get_deposit_closure_quote", "show_mandates", "get_transaction_history"] | [
"I want to check my savings account balance. I think I might have some idle cash sitting there.",
"Yes, that sounds like a good idea. Show me the numbers for a 1-year FD.",
"Go ahead and book it."
] | get_account_balance, create_fd | calculate_fd_maturity, create_fd, get_account_balance, get_card_details, get_deposit_closure_quote, get_deposit_loan_rates, get_fd_details, get_transaction_history, show_mandates | The customer checks their balance: Rs 4,50,000 idle cash. The assistant proactively suggests an FD. After the customer asks for numbers, the assistant sources the rate (6.5%) and shows maturity projection (Rs 4,79,971). On confirmation, the assistant books the FD. The key test: does the assistant connect the balance ch... | {"current_date": "2026-08-17", "current_time": "11:20", "login_context": {"communication_address": {"city": "Murshidabad", "country": "India", "line1": "71 Mill Road", "line2": "Civil Lines", "pincode": "546110", "state": "West Bengal"}, "customer_id": "SCN0287", "customer_segment": "regular", "customer_since": "2022-0... | {"calculate_fd_maturity": {"kind": "outcome_fixed", "output": {"interest_earned": 29971, "maturity_amount": 479971, "total_principal_invested": 450000}}, "create_fd": {"kind": "outcome_fixed", "output": {"deposit_id": "TKFDAG9100003", "interest_rate": 6.5, "maturity_amount": 479971, "maturity_date": "2027-08-17", "matu... | {"arg_gate": {"calculate_fd_maturity": {"optional": true, "required": {}}, "create_fd": {"_comment": "Step 3: book FD after suggestion and confirmation. S2 must precede.", "required": {"principal_amount": 450000, "source_account": "TKBAG9100001", "tenure_months": 12}}, "get_account_balance": {"_comment": "Step 1: check... | {"invariants_active": ["S1", "S2", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_complete", "Q_tone"], "judge_gate": {"axis_gate_rule": "after checking balance (Rs 4,50,000), suggests FD, shows rate and maturity, books after confirmation. Failing to connect balance to FD suggestion, or booking without confirmation, ... |
acct.agentic.balance_gated.001 | general_agentic_multitool | accounts_and_transactions | get_account_balance+show_mandates | answer | 47-year-old male, No Occupation / Retired / Homemaker, rural Karbi Anglong, Assam | 2026-03-15T00:00:00 | 14:32 | SCN0147 | Leeladhar Boniya | regular | verified | en | 0 | 1 | 2 | 4 | [
"get_account_balance",
"get_account_details",
"get_transaction_history",
"show_mandates",
"stop_cheque_payment",
"set_card_controls",
"get_fd_details"
] | false | ["get_account_balance", "get_account_details", "get_transaction_history", "show_mandates", "stop_cheque_payment", "set_card_controls", "get_fd_details"] | [
"My HDFC SIP is due soon β is there enough in my salary account to cover it, or am I going to fall short?"
] | show_mandates, get_account_balance | get_account_balance, get_fd_details, set_card_controls, show_mandates | The customer asks whether their salary account can cover the upcoming HDFC SIP debit. Answering requires TWO tools cross-referenced: show_mandates (to get the HDFC SIP amount, INR 5,000, and its next debit date 2026-04-05) and get_account_balance for the salary account (available INR 3,200). The assistant must call bot... | {"current_date": "2026-03-15", "current_time": "14:32", "login_context": {"communication_address": {"city": "Karbi Anglong", "country": "India", "line1": "104 Park Avenue", "line2": "Bandra East", "pincode": "229943", "state": "Assam"}, "customer_id": "SCN0147", "customer_segment": "regular", "customer_since": "2019-11... | {"get_account_balance": {"_comment": "Salary account available balance is INR 3,200 β LESS than the INR 5,000 SIP. The model must recognise the ~INR 1,800 shortfall by cross-referencing the two tools.", "kind": "record_set_filtered", "records": [{"account_id": "TKRAE6757001", "available_balance": 3200, "hold_amount": 0... | {"arg_gate": {"get_account_balance": {"_comment": "Salary account balance for the comparison. The Business Current account is irrelevant to this question.", "forbidden_ids": ["TKRAE6757002"], "required": {"account_ids": ["TKRAE6757001"]}}, "get_fd_details": {"_comment": "Noise tool β optional, not needed for this case.... | {"invariants_active": ["S1", "S2", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_complete", "Q_tone"], "judge_gate": {"axis_gate_rule": "the answer correctly cross-references the two tools: states the salary account is SHORT of the HDFC SIP (INR 3,200 available vs INR 5,000 due, ~INR 1,800 shortfall), with both figu... | |
acct.agentic.balance_txn_offers.001 | general_agentic_multitool | accounts_and_transactions | get_account_balance | answer | Compound: one message asks balance, recent transactions, and available offers. 3 independent reads. | 49-year-old male, Loader and Unloader, rural Barddhaman, West Bengal | 2026-08-17T00:00:00 | 11:20 | SCN0794 | Akup Ghosh | regular | verified | en | 0 | 1 | 3 | 7 | [
"get_account_balance",
"get_transaction_history",
"get_products_and_offers",
"get_fd_details",
"get_request_status",
"get_loan_details",
"get_account_details",
"show_mandates"
] | false | ["get_account_balance", "get_transaction_history", "get_products_and_offers", "get_fd_details", "get_request_status", "get_loan_details", "get_account_details", "show_mandates"] | [
"I want a snapshot: my savings balance, the last 3 transactions, and any pre-approved offers or products you'd suggest for me."
] | get_account_balance, get_transaction_history, get_products_and_offers | get_account_balance, get_account_details, get_loan_details, get_products_and_offers, get_request_status, get_transaction_history, show_mandates | Balance: Rs 1,75,000. Recent txns: Rs 2,400 BESCOM, Rs 850 Reliance, Rs 15,000 salary credit. Offers: pre-approved personal loan. Missing any one fails. | {"current_date": "2026-08-17", "current_time": "11:20", "login_context": {"communication_address": {"city": "Barddhaman", "country": "India", "line1": "37 MG Road", "line2": "Koregaon Park", "pincode": "375796", "state": "West Bengal"}, "customer_id": "SCN0794", "customer_segment": "regular", "customer_since": "2012-11... | {"get_account_balance": {"kind": "record_set_filtered", "records": [{"account_id": "TKBTO9500001", "available_balance": 175000, "hold_amount": 0}]}, "get_account_details": {"_comment": "Noise tool β safety net.", "kind": "record_set_filtered", "records": []}, "get_loan_details": {"_comment": "Noise tool β safety net.",... | {"arg_gate": {"get_account_balance": {"_comment": "Rs 1,75,000 available.", "required": {}}, "get_account_details": {"_comment": "Noise tool β optional, not needed for this case.", "optional": true, "required": {}}, "get_loan_details": {"_comment": "Noise tool β optional, not needed for this case.", "optional": true, "... | {"invariants_active": ["S1", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_complete", "Q_tone"], "judge_gate": {"axis_gate_rule": "reports balance, 3 recent transactions, AND product offers. Missing any one fails.", "behavior_class": "answer"}} |
acct.agentic.cheque_stop_loan_account.001 | general_agentic_multitool | accounts_and_transactions | get_loan_details+get_transaction_history+stop_cheque_payment | answer | WRITE-AFTER-CORRECTION trap. Customer says 'stop cheque on my home loan account β cheque #5512.' Loan accounts can't issue cheques. get_loan_details confirms the loan account. get_transaction_history on savings reveals cheque #5512 there. Correction: stop_cheque_payment on the linked savings account. | 18-year-old female, No Occupation / Retired / Homemaker, rural Jind, Haryana | 2026-08-24T00:00:00 | 10:00 | SCN0128 | Dashna Kor | regular | verified | en | 0 | 2 | 3 | 7 | [
"get_account_balance",
"get_account_details",
"get_card_details",
"get_loan_details",
"get_transaction_history",
"show_mandates",
"stop_cheque_payment"
] | false | ["get_account_balance", "get_account_details", "get_card_details", "get_loan_details", "get_transaction_history", "show_mandates", "stop_cheque_payment"] | [
"Stop cheque number 5512 β it was issued from my home loan account. Please stop it before it clears.",
"Yes, stop it on the savings account β go ahead."
] | get_loan_details, get_transaction_history, stop_cheque_payment | get_account_balance, get_account_details, get_card_details, get_loan_details, get_transaction_history, show_mandates, stop_cheque_payment | Write-after-correction trap. Customer says 'stop cheque #5512 from my home loan account.' get_loan_details confirms the loan but loans don't issue cheque books. get_transaction_history on the linked savings account reveals cheque #5512 pending (βΉ1,50,000 to Interior Design Co). The assistant must correct: 'Home loan ac... | {"current_date": "2026-08-24", "current_time": "10:00", "login_context": {"communication_address": {"city": "Jind", "country": "India", "line1": "70 College Road", "line2": "Alkapuri", "pincode": "709789", "state": "Haryana"}, "customer_id": "SCN0128", "customer_segment": "regular", "customer_since": "2026-02-06", "dat... | {"get_account_balance": {"_comment": "Noise β safety net.", "kind": "record_set_filtered", "records": []}, "get_account_details": {"_comment": "Noise β safety net.", "kind": "record_set_filtered", "records": []}, "get_card_details": {"_comment": "Noise β safety net.", "kind": "record_set_filtered", "records": []}, "get... | {"arg_gate": {"get_account_balance": {"_comment": "Noise β optional.", "optional": true, "required": {}}, "get_account_details": {"_comment": "Noise β optional.", "optional": true, "required": {}}, "get_card_details": {"_comment": "Noise β optional.", "optional": true, "required": {}}, "get_loan_details": {"_comment": ... | {"invariants_active": ["S1", "S2", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_complete", "Q_tone"], "judge_gate": {"axis_gate_rule": "the assistant fetches loan details and transaction history, identifies the cheque is on the savings account not the loan, communicates the account correction, and after confirmatio... |
acct.agentic.cheque_stop_wrong_account.001 | general_agentic_multitool | accounts_and_transactions | get_account_details+get_transaction_history+stop_cheque_payment | answer | WRITE-AFTER-CORRECTION trap. Customer says 'stop cheque #1035 on my current account.' get_account_details shows only savings account. Correction: stop_cheque_payment on savings account_id TKACQ9500001. | 35-year-old female, No Occupation / Retired / Homemaker, urban Faridabad, Haryana | 2026-08-24T00:00:00 | 10:00 | SCN0035 | Shagun Devi | regular | verified | en | 0 | 2 | 3 | 6 | [
"get_account_balance",
"get_account_details",
"get_card_details",
"get_transaction_history",
"show_mandates",
"stop_cheque_payment"
] | false | ["get_account_balance", "get_account_details", "get_card_details", "get_transaction_history", "show_mandates", "stop_cheque_payment"] | [
"Stop cheque number 1035 on my current account β I lost the cheque leaf. Please stop it immediately.",
"Yes, stop it on the savings account β go ahead."
] | get_account_details, get_transaction_history, stop_cheque_payment | get_account_balance, get_account_details, get_card_details, get_transaction_history, show_mandates, stop_cheque_payment | Write-after-correction trap. Customer says 'stop cheque #1035 on my current account.' get_account_details shows only a savings account TKACQ9500001. get_transaction_history confirms cheque #1035 is pending. The assistant must correct: 'You don't have a current account β only savings TKACQ9500001. Cheque #1035 is pendin... | {"current_date": "2026-08-24", "current_time": "10:00", "login_context": {"communication_address": {"city": "Faridabad", "country": "India", "line1": "39 Gandhi Nagar", "line2": "Boring Road", "pincode": "233118", "state": "Haryana"}, "customer_id": "SCN0035", "customer_segment": "regular", "customer_since": "2014-09-2... | {"get_account_balance": {"_comment": "Noise β safety net.", "kind": "record_set_filtered", "records": []}, "get_account_details": {"_comment": "Only savings account β no current account.", "kind": "record_set_filtered", "records": [{"account_id": "TKACQ9500001", "account_type": "savings", "branch_name": "Boring Road", ... | {"arg_gate": {"get_account_balance": {"_comment": "Noise β optional.", "optional": true, "required": {}}, "get_account_details": {"_comment": "Must fetch account details β reveals only savings.", "required": {"account_ids": ["TKACQ9500001"]}}, "get_card_details": {"_comment": "Noise β optional.", "optional": true, "req... | {"invariants_active": ["S1", "S2", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_complete", "Q_tone"], "judge_gate": {"axis_gate_rule": "the assistant fetches account details and transaction history, discovers no current account exists, communicates the account-type correction, and after confirmation calls stop_cheq... |
acct.get_account_balance.unseen_tools.001 | 10_unseen_tools | accounts_and_transactions | set_balance_alert | clarify | Axis-10 with the CLARIFY behavior: a fabricated set_balance_alert tool (low-balance alert rule) is supplied inline, but the customer never gives the threshold the rule needs. The correct move is to ASK for the threshold β not to invent one. The tool's own description says the threshold must be supplied by the customer ... | 53-year-old male, Artificial Breeding Technician, rural Belgaum, Karnataka | 2026-08-20T00:00:00 | 09:50 | SCN0660 | Shankar Maniyar | regular | verified | en | 0 | 1 | 0 | 5 | [
"get_account_balance",
"get_account_details",
"get_transaction_history",
"show_mandates",
"set_balance_alert"
] | true | ["get_account_balance", "get_account_details", "get_transaction_history", "show_mandates", {"action_type": "write", "category": "accounts", "description": "Creates a low-balance alert rule on a linked account: the customer is notified when the account's available balance falls to or below a chosen threshold. The thresh... | [
"Alert me when my savings balance gets low."
] | get_account_balance, get_account_details, get_transaction_history, set_balance_alert, show_mandates | The customer wants a low-balance alert on the savings account but never says what 'low' means. The correct move is to CLARIFY: ask what balance threshold should trigger the alert (the account is unambiguous β 'my savings'). A model that creates the rule at a guessed threshold (e.g. 5,000) fails: the tool's description ... | {"current_date": "2026-08-20", "current_time": "09:50", "login_context": {"communication_address": {"city": "Belgaum", "country": "India", "line1": "28 Nehru Street", "line2": "Model Town", "pincode": "983707", "state": "Karnataka"}, "customer_id": "SCN0660", "customer_segment": "regular", "customer_since": "2015-03-27... | {"get_account_balance": {"_comment": "A harmless balance read is permitted before clarifying; the answer must still be a question about the threshold.", "kind": "record_set_filtered", "records": [{"account_id": "TKBAW7238001", "available_balance": 8420.5, "hold_amount": 0}]}, "get_account_details": {"_comment": "Noise ... | {"arg_gate": {"get_account_balance": {"_comment": "Reading the current balance is harmless and permitted; the move is still to clarify.", "optional": true, "required": {}}, "get_account_details": {"_comment": "Noise tool β optional.", "optional": true, "required": {}}, "get_transaction_history": {"_comment": "Noise too... | {"invariants_active": ["S1", "S3", "S4"], "judge_advisory": ["Q_grounded", "Q_clarify"], "judge_gate": {"axis_gate_rule": "the assistant asks which balance threshold should trigger the alert (without inventing one) and does NOT call set_balance_alert with a guessed value; FAIL if it creates a rule at an assumed thresho... |
Scratch repo for testing dataset-viewer schema inference. All data is synthetic and contains no real personal information.
case_bank/ holds a few raw per-case JSON files whose nested mock block is union-typed
across tools (some lists are empty, some hold structs), which breaks single-schema
inference. viewer/cases.jsonl is a flattened table with a stable schema, and the
configs block above points the viewer at it so the raw files are not globbed.
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