ACH-debit holds released before scheduled settlementPayments & Transfers

12 verifiers · 6 LLM-graded

EnvironmentsConfluenceJiraSlackZeta3 SQL

TaxonomyPayments & TransfersPayments & Transfers

All trialsGemini 3.5 FlashTrial 01

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 01 — 2nd of 10 by reward score. This model averages 20% across 10 trials on this task.

2/12Checks passed
19Turns
16Tool calls
3.0mTime

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_statementcatalog=zeta3, statement=SELECT table_name FROM information_schema.tables WHERE table_schema = 'rds' ORDER BY table_name12k chars

Arguments

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

Output

statement_id: fa8bc394-7e06-45a7-9ee4-e5c0be3507d4
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.

6execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementstatement=DESCRIBE zeta3.rds.transfers, catalog=zeta3ERR

Arguments

statement=DESCRIBE zeta3.rds.transfers, catalog=zeta3

Output

statement_id: d1f84d04-599a-4d70-956f-344b0f5c6afa
status:
  state: FAILED
  error:
    error_code: STATEMENT_EXECUTION_ERROR
    message: Binder Error: Catalog "zeta3" does not exist!
manifest: null
result: null

7execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'transfers'8k chars

Arguments

catalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'transfers'

Output

statement_id: 9667c558-23a2-4d54-994e-46a05cac740c
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 2
    columns:
      -
        name: column_name
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: data_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: 110
  total_byte_count: 3436
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 110
      byte_count: 3436
result: {}

… 7,197 more characters of output in the raw trajectory.

8execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'disbursements'2k chars

Arguments

catalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'disbursements'

Output

statement_id: 0175ba2f-37b0-47a0-b22d-51902d0c4128
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 2
    columns:
      -
        name: column_name
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: data_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: 16
  total_byte_count: 420
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 16
      byte_count: 420
result: {}

… 1,355 more characters of output in the raw trajectory.

9execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'ledger_items'3k chars

Arguments

catalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'ledger_items'

Output

statement_id: e90f54d5-bf1d-4d2f-a753-53987ba6aac3
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 2
    columns:
      -
        name: column_name
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: data_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: 22
  total_byte_count: 652
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 22
      byte_count: 652
result: {}

… 1,767 more characters of output in the raw trajectory.

10execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'accounts'12k chars

Arguments

catalog=zeta3, statement=SELECT column_name, data_type FROM information_schema.columns WHERE table_schema = 'rds' AND table_name = 'accounts'

Output

statement_id: 2fc36f83-f423-4d5c-85a1-bac26cb32833
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 2
    columns:
      -
        name: column_name
        position: 0
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: data_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: 158
  total_byte_count: 5446
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 158
      byte_count: 5446
result: {}

… 10,647 more characters of output in the raw trajectory.

11execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT DISTINCT service FROM rds.transfers1k chars

Arguments

catalog=zeta3, statement=SELECT DISTINCT service FROM rds.transfers

Output

statement_id: 3deb53fa-46df-46cf-8508-abd360055cf8
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:
    -
      - sameday
    -
      - standard
    -
      - on-demand
    -
      - book

… 340 more characters of output in the raw trajectory.

12execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT from_type, to_type, COUNT(*) FROM rds.transfers GROUP BY 1, 23k chars

Arguments

catalog=zeta3, statement=SELECT from_type, to_type, COUNT(*) FROM rds.transfers GROUP BY 1, 2

Output

statement_id: 94ffd962-ba20-4cd6-9a6f-33b7520892c2
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 3
    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
      -
        name: count_star()
        position: 2
        type_name: LONG
        type_text: BIGINT
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1

… 1,952 more characters of output in the raw trajectory.

13execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT account_type, tp_type, COUNT(*) FROM rds.accounts GROUP BY 1, 22k chars

Arguments

catalog=zeta3, statement=SELECT account_type, tp_type, COUNT(*) FROM rds.accounts GROUP BY 1, 2

Output

statement_id: 5b91c69f-cf3c-4ef9-95f0-6b0867cd5d1c
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: tp_type
        position: 1
        type_name: STRING
        type_text: VARCHAR
        type_precision: null
        type_scale: null
        type_interval_type: null
      -
        name: count_star()
        position: 2
        type_name: LONG
        type_text: BIGINT
        type_precision: null
        type_scale: null
        type_interval_type: null
  total_chunk_count: 1

… 897 more characters of output in the raw trajectory.

14execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT DISTINCT status FROM rds.transfers2k chars

Arguments

catalog=zeta3, statement=SELECT DISTINCT status FROM rds.transfers

Output

statement_id: c48c3e3d-8553-45b7-b3a0-fab68bdc6729
status:
  state: SUCCEEDED
manifest:
  format: JSON_ARRAY
  schema:
    column_count: 1
    columns:
      -
        name: status
        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: 10
  total_byte_count: 141
  truncated: false
  chunks:
    -
      chunk_index: 0
      row_offset: 0
      row_count: 10
      byte_count: 141
result:
  chunk_index: 0
  row_offset: 0
  row_count: 10
  byte_count: 141
  data_array:
    -
      - dishonored
    -
      - canceled
    -
      - error
    -
      - 403 Forbidden
    - []

… 566 more characters of output in the raw trajectory.

15execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT DISTINCT source_type FROM rds.disbursements1k chars

Arguments

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

Output

statement_id: 77b6df95-bd26-4400-ba77-e16b75fabd44
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.

16execute_sql_statement1

Tool execution only — no assistant text

execute_sql_statementcatalog=zeta3, statement=SELECT * FROM rds.disbursements WHERE source_type = 'Transfer' LIMIT 54k chars

Arguments

catalog=zeta3, statement=SELECT * FROM rds.disbursements WHERE source_type = 'Transfer' LIMIT 5

Output

statement_id: 5ba72474-da84-4b88-81c2-f5e53eee0adf
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

… 3,343 more characters of output in the raw trajectory.

17}
}
18{}
{}
19{}
{}

1 failure mode across 10 verifier failures

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