ACH-debit holds released before scheduled settlementPayments & Transfers

12 verifiers · 6 LLM-graded

EnvironmentsConfluenceJiraSlackZeta3 SQL

TaxonomyPayments & TransfersPayments & Transfers

All trialsGemini 3.5 FlashTrial 05

All trials10 trials Trial 0116.7%Trial 0216.7%Trial 0316.7%Trial 0416.7%Trial 0516.7%Trial 0616.7%Trial 0716.7%Trial 0850%Trial 0916.7%Trial 1016.7%

16.7%

Trial reward

Gemini 3.5 FlashFail

Trial 05 — 2nd of 10 by reward score. This model averages 20% across 10 trials on this task.

2/12Checks passed
19Turns
16Tool calls
3.7mTime

Missed 10 of 12 checks — answer_early_release_count, answer_exposure_usd and answer_timing_and_service_split and 7 more.

checks (12)

answer_early_release_countLLMFail
Failure mode Wrong answer
Reason assertion_failed
answer_exposure_usdLLMFail
Reason assertion_failed
answer_timing_and_service_splitLLMFail
Reason assertion_failed
deliverable_jira_ticket_filedFail
Reason assertion_failed
deliverable_slack_channel_existsFail
Reason assertion_failed
deliverable_slack_message_contentLLMFail
Reason assertion_failed
floor_all_connectorsFail
Reason assertion_failed
floor_read_source_confluencePass
floor_sql_investigationPass
floor_write_backFail
Reason assertion_failed
trace_all_connectors_and_trapLLMFail
Reason assertion_failed
trace_hold_release_methodLLMFail
Reason assertion_failed

User prompt → 19 turns · 16 tool calls → final response

1get_pages1

Tool execution only — no assistant text

get_pagestitle=TP Updated ACH Api Build Plan

Arguments

title=TP Updated ACH Api Build Plan

Output

success: true
error_message: null
tools_list: null
tool_result:
  results:
    -
      id: 23
      status: current
      title: TP Updated ACH Api Build Plan
      spaceId: 2
      parentId: 22
      parentType: page
      position: 1
      authorId: 557058:6d8b9c4e-2f4a-4a8d-9c1d-1b9a3d6e7f12
      ownerId: 557058:6d8b9c4e-2f4a-4a8d-9c1d-1b9a3d6e7f12
      lastOwnerId: null
      subtype: null
      createdAt: 2025-09-25T09:10:16.493Z
      version:
        createdAt: 2025-09-25T09:10:16.493Z
        message: Imported from PDF export
        number: 1
        minorEdit: false
        authorId: 557058:6d8b9c4e-2f4a-4a8d-9c1d-1b9a3d6e7f12
      body: null
      _links:
        webui: /spaces/2/pages/23
        editui: /spaces/2/pages/23/edit
        tinyui: /x/23
  _links:
    next: null
    base: /wiki/api/v2

2get_page_by_id1

Tool execution only — no assistant text

get_page_by_idbody-format=storage, id=234k chars

Arguments

body-format=storage, id=23

Output

success: true
error_message: null
tools_list: null
tool_result:
  id: 23
  status: current
  title: TP Updated ACH Api Build Plan
  spaceId: 2
  parentId: 22
  parentType: page
  position: 1
  authorId: 557058:6d8b9c4e-2f4a-4a8d-9c1d-1b9a3d6e7f12
  ownerId: 557058:6d8b9c4e-2f4a-4a8d-9c1d-1b9a3d6e7f12
  lastOwnerId: null
  subtype: null
  createdAt: 2025-09-25T09:10:16.493Z
  version:
    createdAt: 2025-09-25T09:10:16.493Z
    message: Imported from PDF export
    number: 1
    minorEdit: false
    authorId: 557058:6d8b9c4e-2f4a-4a8d-9c1d-1b9a3d6e7f12
  body:
    storage:
      representation: storage
      value: <h1>TP Updated ACH Api Build Plan</h1><p>Definitions ach_credit: When sending money from [ORGANIZATION_0001] to a counterparty</p><p>ach_debit: When pulling funds from a counterparty into [ORGANIZATION_0001]</p><p>How the current system works ACH Credit Transfer is created. We process transfers in the sameday or standard batch. At som

… 3,020 more characters of output in the raw trajectory.

3list_tables1

Tool execution only — no assistant text

list_tablescatalog_name=zeta3, schema_name=rds12k chars

Arguments

catalog_name=zeta3, schema_name=rds

Output

tables:
  -
    name: account_applications
    catalog_name: zeta3
    schema_name: rds
    table_type: EXTERNAL
    data_source_format: CSV
    comment: ""
    full_name: zeta3.rds.account_applications
    storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb
    properties:
      zeta3.delivery: delivery-2
      zeta3.total_row_count: 37328
      zeta3.sample_row_count: 37328
      zeta3.as_of_enforced: true
    columns:
      -
        name: id
        type_name: INT
        type_text: INT
        position: 0
        nullable: true
        comment: ""
      -
        name: status
        type_name: STRING
        type_text: STRING
        position: 1
        nullable: true
        comment: ""
      -
        name: created_at
        type_name: TIMEST

… 11,022 more characters of output in the raw trajectory.

4execute_sql_statement1
Tool execution only — no assistant text
execute_sql_statementstatement=SELECT table_name FROM information_schema.tables WHERE table_schema = 'rds' ORDER BY table_nameERR
Arguments
statement=SELECT table_name FROM information_schema.tables WHERE table_schema = 'rds' ORDER BY table_name
Output
error_code: INVALID_PARAMETER_VALUE message: catalog is required and must be 'zeta3' for this gym

5execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementschema=rds, statement=SELECT table_name FROM information_schema.tables WHERE table_schema = 'rds' ORDER BY table_name, catalog=zeta312k chars

Arguments

schema=rds, statement=SELECT table_name FROM information_schema.tables WHERE table_schema = 'rds' ORDER BY table_name, catalog=zeta3

Output

statement_id: a3e12244-0342-4986-977a-85afe009b0a7
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 1
    columns:
      -
        name: table_name
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1
  total_row_count: 338
  total_byte_count: 7028
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 338
      byte_count: 7028
result:
  chunk_index: 0
  row_offset: 0
  row_count: 338
  byte_count: 7028
  data_array:
    -
      - accessible_counterparties
    -
      - accessible_counterparties
    -
      - account_applications

… 11,021 more characters of output in the raw trajectory.

6get_table1

Tool execution only — no assistant text

get_tablefull_name=zeta3.rds.transfers10k chars

Arguments

full_name=zeta3.rds.transfers

Output

name: transfers
catalog_name: zeta3
schema_name: rds
table_type: EXTERNAL
data_source_format: CSV
comment: ""
full_name: zeta3.rds.transfers
storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb
properties:
  zeta3.delivery: delivery-2
  zeta3.total_row_count: 685906
  zeta3.sample_row_count: 685906
  zeta3.as_of_enforced: true
columns:
  -
    name: id
    type_name: INT
    type_text: INT
    position: 0
    nullable: true
    comment: ""
  -
    name: from_id
    type_name: INT
    type_text: INT
    position: 1
    nullable: true
    comment: ""
  -
    name: from_type
    type_name: STRING
    type_text: STRING
    position: 2
    nullable: true
    comment: ""
  -
    name: to_id
    type_name: INT
    type_text: INT

… 8,921 more characters of output in the raw trajectory.

7get_table1

Tool execution only — no assistant text

get_tablefull_name=zeta3.rds.disbursements2k chars

Arguments

full_name=zeta3.rds.disbursements

Output

name: disbursements
catalog_name: zeta3
schema_name: rds
table_type: EXTERNAL
data_source_format: CSV
comment: ""
full_name: zeta3.rds.disbursements
storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb
properties:
  zeta3.delivery: delivery-2
  zeta3.total_row_count: 45003
  zeta3.sample_row_count: 45003
  zeta3.as_of_enforced: true
columns:
  -
    name: id
    type_name: INT
    type_text: INT
    position: 0
    nullable: true
    comment: ""
  -
    name: creator_id
    type_name: INT
    type_text: INT
    position: 1
    nullable: true
    comment: ""
  -
    name: effects
    type_name: STRING
    type_text: STRING
    position: 2
    nullable: true
    comment: ""
  -
    name: source_id
    type_name: INT

… 927 more characters of output in the raw trajectory.

8get_table1

Tool execution only — no assistant text

get_tablefull_name=zeta3.rds.ledger_items2k chars

Arguments

full_name=zeta3.rds.ledger_items

Output

name: ledger_items
catalog_name: zeta3
schema_name: rds
table_type: EXTERNAL
data_source_format: CSV
comment: ""
full_name: zeta3.rds.ledger_items
storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb
properties:
  zeta3.delivery: delivery-2
  zeta3.total_row_count: 1005425
  zeta3.sample_row_count: 1005425
  zeta3.as_of_enforced: true
columns:
  -
    name: id
    type_name: INT
    type_text: INT
    position: 0
    nullable: true
    comment: ""
  -
    name: subaccount_id
    type_name: INT
    type_text: INT
    position: 1
    nullable: true
    comment: ""
  -
    name: source_id
    type_name: INT
    type_text: INT
    position: 2
    nullable: true
    comment: ""
  -
    name: source_type
    type_name: STRING

… 1,438 more characters of output in the raw trajectory.

9get_table1

Tool execution only — no assistant text

get_tablefull_name=zeta3.rds.accounts12k chars

Arguments

full_name=zeta3.rds.accounts

Output

{
  "name": "accounts",
  "catalog_name": "zeta3",
  "schema_name": "rds",
  "table_type": "EXTERNAL",
  "data_source_format": "CSV",
  "comment": "Bank accounts: account_number_archive, routing_number_archive, nickname, mask, balances, account holder details",
  "full_name": "zeta3.rds.accounts",
  "storage_location": "file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb",
  "properties": {
    "zeta3.delivery": "delivery-1",
    "zeta3.total_row_count": "17947",
    "zeta3.sample_row_count": "17947",
    "zeta3.as_of_enforced": "true"
  },
  "columns": [
    {
      "name": "id",
      "type_name": "INT",
      "type_text": "INT",
      "position": 0,
      "nullable": true,
      "comment": ""
    },
    {
      "name": "tp_id",
      "type_name": "STRING",
      "type_text": "STRING",
      "position": 1,
      "nullable": true,
      "comment": ""
    },
    {
      "name": "status",
      "type_name": "STRING",
      "type_text": "STRING",
      "position": 2,
      "nullable": tru

… 11,021 more characters of output in the raw trajectory.

10execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, schema=rds, statement=SELECT DISTINCT service FROM transfers LIMIT 1001k chars

Arguments

catalog=zeta3, schema=rds, statement=SELECT DISTINCT service FROM transfers LIMIT 100

Output

statement_id: 814e27db-0932-4cf8-8d93-1963e0a33180
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 1
    columns:
      -
        name: service
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1
  total_row_count: 4
  total_byte_count: 52
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 4
      byte_count: 52
result:
  chunk_index: 0
  row_offset: 0
  row_count: 4
  byte_count: 52
  data_array:
    -
      - standard
    -
      - book
    -
      - sameday
    -
      - on-demand

… 340 more characters of output in the raw trajectory.

11execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, schema=rds, statement=SELECT * FROM disbursements LIMIT 106k chars

Arguments

catalog=zeta3, schema=rds, statement=SELECT * FROM disbursements LIMIT 10

Output

statement_id: 0263bbc1-283f-4828-81bc-387289ac752d
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 8
    columns:
      -
        name: id
        position: 0
        type_name: LONG
        type_text: BIGINT
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: creator_id
        position: 1
        type_name: LONG
        type_text: BIGINT
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: effects
        position: 2
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: source_id
        position: 3

… 4,640 more characters of output in the raw trajectory.

12execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementstatement=SELECT DISTINCT source_type FROM disbursements, schema=rds, catalog=zeta31k chars

Arguments

statement=SELECT DISTINCT source_type FROM disbursements, schema=rds, catalog=zeta3

Output

statement_id: 4210ddb4-5fff-47de-b15b-cf448d43cc03
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 1
    columns:
      -
        name: source_type
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1
  total_row_count: 2
  total_byte_count: 37
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 2
      byte_count: 37
result:
  chunk_index: 0
  row_offset: 0
  row_count: 2
  byte_count: 37
  data_array:
    -
      - Transfer
    -
      - RecurringTransfer
  external_links:
    -
      chunk_index: null

… 285 more characters of output in the raw trajectory.

13execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementstatement=SELECT DISTINCT from_type, to_type FROM transfers LIMIT 100, schema=rds, catalog=zeta32k chars

Arguments

statement=SELECT DISTINCT from_type, to_type FROM transfers LIMIT 100, schema=rds, catalog=zeta3

Output

statement_id: 59d895ff-941f-476b-b893-07bd36314649
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 2
    columns:
      -
        name: from_type
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: to_type
        position: 1
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1
  total_row_count: 17
  total_byte_count: 462
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 17
      byte_count: 462
result:
  chunk_index: 0

… 1,423 more characters of output in the raw trajectory.

14execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementstatement=SELECT DISTINCT account_type, category, tp_type FROM accounts LIMIT 100, catalog=zeta3, schema=rds2k chars

Arguments

statement=SELECT DISTINCT account_type, category, tp_type FROM accounts LIMIT 100, catalog=zeta3, schema=rds

Output

statement_id: c34c09dd-603b-40c2-8166-a554369ee0d6
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 3
    columns:
      -
        name: account_type
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: category
        position: 1
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: tp_type
        position: 2
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1

… 1,063 more characters of output in the raw trajectory.

15execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, schema=rds, statement=SELECT DISTINCT category, account_type, demo FROM accounts2k chars

Arguments

catalog=zeta3, schema=rds, statement=SELECT DISTINCT category, account_type, demo FROM accounts

Output

statement_id: 105e83cb-9394-471d-a05f-134db2a55cf8
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 3
    columns:
      -
        name: category
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: account_type
        position: 1
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: demo
        position: 2
        type_name: BOOLEAN
        type_text: BOOLEAN
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1

… 1,051 more characters of output in the raw trajectory.

16execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementschema=rds, catalog=zeta3, statement=SELECT DISTINCT category, account_type FROM accounts WHERE demo = false OR demo IS NULL2k chars

Arguments

schema=rds, catalog=zeta3, statement=SELECT DISTINCT category, account_type FROM accounts WHERE demo = false OR demo IS NULL

Output

statement_id: 94bf64d6-e3c7-4e77-aa60-130c1f6c25ff
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 2
    columns:
      -
        name: category
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: account_type
        position: 1
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1
  total_row_count: 4
  total_byte_count: 101
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 4
      byte_count: 101
result:
  chunk_index: 0

… 673 more characters of output in the raw trajectory.

17SELECT DISTINCT category, account_type FROM accounts WHERE demo = false OR demo IS NULL [text] }
SELECT DISTINCT category, account_type FROM accounts WHERE demo = false OR demo IS NULL
[text] }
18{}
{}
19{}
{}

1 failure mode across 10 verifier failures

1Wrong answerView on Failure Modes ↗Answer1 failure
Failure evidence · per affected verifier