FA-62176 / Currency rounding and FX conversion / Open access
Spot is computed as two calendar days and then rolled forward · case 01
A Thursday trade settles on Monday only by accident; a Friday trade settles Monday instead of Tuesday.
ROOT CAUSE
The lag is added in calendar days and the result is rolled to the next good day.
VERIFIED REPAIR
Count the lag in business days, applying the intermediate and final-day rules.
Unsuccessful approach: Counting weekdays but ignoring holidays on intermediate days still undercounts around non-USD holidays.
Case contract
solve(trade, pair, holidays): stipulated spot value-date rule. USDCAD/CADUSD settle T+1, every other pair T+2. Count forward from the trade date: a day before the final one counts only if it is a weekday and not a holiday of the non-USD currencies of the pair; the value date itself must be a weekday that is a holiday in neither currency. holidays maps currency to ISO date strings. Return the ISO value date.
Why this case matters
Currency amounts must be rounded at the right stage and in the right unit, or ledgers, quotes and settlements drift by minor units.
1 / The failure
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
from datetime import date, timedelta
N = 1
observations = []
def solve(trade, pair, holidays):
d = date.fromisoformat(trade)
base, quote = pair[:3], pair[3:]
def good(x, ccys):
return x.weekday() < 5 and all(x.isoformat() not in holidays.get(c, []) for c in ccys)
lag = 1 if {base, quote} == {'USD', 'CAD'} else 2
non_usd = [c for c in (base, quote) if c != 'USD']
x = d + timedelta(days=lag)
while not good(x, [base, quote]): x += timedelta(days=1)
return x.isoformat()
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = [[('regression business-day-counting 1', ('2026-03-06', 'EURUSD', {}), '2026-03-10'),
('regression business-day-counting 2', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('partial repair guard 2', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04'),
('control: over weekend', ('2026-03-05', 'EURUSD', {}), '2026-03-09'),
('control: usd holiday t+1', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-03']}), '2026-03-04'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05')],
[('regression business-day-counting 1', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('regression business-day-counting 2',
('2026-03-30', 'EURGBP', {'EUR': ['2026-03-31', '2026-04-04'], 'CAD': ['2026-04-02'], 'GBP': ['2026-04-03']}),
'2026-04-02'),
('partial repair guard 2',
('2026-10-09', 'GBPJPY',
{'JPY': ['2026-10-11', '2026-10-12', '2026-10-13'],
'EUR': ['2026-10-14'],
'CAD': ['2026-10-10', '2026-10-11', '2026-10-12', '2026-10-13'],
'GBP': ['2026-10-12', '2026-10-14']}),
'2026-10-16'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05'),
('control: cad t+1', ('2026-03-02', 'USDCAD', {}), '2026-03-03'),
('control: euro holiday t+1', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04')],
[('regression business-day-counting 1',
('2026-10-09', 'GBPJPY',
{'JPY': ['2026-10-11', '2026-10-12', '2026-10-13'],
'EUR': ['2026-10-14'],
'CAD': ['2026-10-10', '2026-10-11', '2026-10-12', '2026-10-13'],
'GBP': ['2026-10-12', '2026-10-14']}),
'2026-10-16'),
('regression business-day-counting 2',
('2026-08-14', 'GBPJPY',
{'USD': [], 'JPY': ['2026-08-15', '2026-08-17', '2026-08-19'], 'EUR': ['2026-08-15', '2026-08-17']}),
'2026-08-20'),
('partial repair guard 2',
('2026-07-22', 'EURUSD', {'EUR': ['2026-07-23', '2026-07-24', '2026-07-25'], 'CAD': ['2026-07-23', '2026-07-26']}),
'2026-07-28'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04'),
('control: cad usd holiday', ('2026-03-06', 'CADUSD', {'USD': ['2026-03-09']}), '2026-03-10'),
('control: yen cross', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04')],
[('regression business-day-counting 1',
('2026-07-22', 'EURUSD', {'EUR': ['2026-07-23', '2026-07-24', '2026-07-25'], 'CAD': ['2026-07-23', '2026-07-26']}),
'2026-07-28'),
('regression business-day-counting 2',
('2026-02-16', 'EURCAD',
{'USD': ['2026-02-17', '2026-02-18', '2026-02-20'],
'EUR': ['2026-02-17', '2026-02-21'],
'CAD': [],
'GBP': ['2026-02-17', '2026-02-20']}),
'2026-02-19'),
('partial repair guard 2',
('2026-03-23', 'EURCAD',
{'JPY': ['2026-03-27'], 'EUR': ['2026-03-25'], 'CAD': ['2026-03-24', '2026-03-26'], 'GBP': ['2026-03-25']}),
'2026-03-30'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04'),
('control: over weekend', ('2026-03-05', 'EURUSD', {}), '2026-03-09'),
('control: usd holiday t+1', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-03']}), '2026-03-04'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05')],
[('regression business-day-counting 1',
('2026-03-23', 'EURCAD',
{'JPY': ['2026-03-27'], 'EUR': ['2026-03-25'], 'CAD': ['2026-03-24', '2026-03-26'], 'GBP': ['2026-03-25']}),
'2026-03-30'),
('regression business-day-counting 2',
('2026-08-28', 'EURCAD',
{'USD': ['2026-08-30', '2026-08-31', '2026-09-01'],
'EUR': ['2026-08-31', '2026-09-01'],
'CAD': ['2026-08-29', '2026-08-31'],
'GBP': ['2026-08-29', '2026-09-01']}),
'2026-09-03'),
('partial repair guard 2',
('2026-03-19', 'EURCAD', {'USD': ['2026-03-21'], 'JPY': ['2026-03-20'], 'EUR': ['2026-03-20'], 'CAD': []}),
'2026-03-24'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05'),
('control: cad t+1', ('2026-03-02', 'USDCAD', {}), '2026-03-03'),
('control: euro holiday t+1', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04')]]
for label, args, expected in cases[N - 1]:
check(label, solve(*args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| regression business-day-counting 1 | 2026-03-09 | 2026-03-10 | Failed |
| regression business-day-counting 2 | 2026-03-04 | 2026-03-05 | Failed |
| partial repair guard 2 | 2026-05-01 | 2026-05-04 | Failed |
| control: plain t+2 | 2026-03-04 | 2026-03-04 | Passed |
| control: over weekend | 2026-03-09 | 2026-03-09 | Passed |
| control: usd holiday t+1 | 2026-03-04 | 2026-03-04 | Passed |
| control: usd holiday on spot | 2026-03-05 | 2026-03-05 | Passed |
SHA-256 / 9b77750f9f27ea4f43a9b687a749ae54d8f35b0f49f9d4f1219178a51ec4fc2b
2 / The unsuccessful fix
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
from datetime import date, timedelta
N = 1
observations = []
def solve(trade, pair, holidays):
d = date.fromisoformat(trade)
base, quote = pair[:3], pair[3:]
def good(x, ccys):
return x.weekday() < 5 and all(x.isoformat() not in holidays.get(c, []) for c in ccys)
lag = 1 if {base, quote} == {'USD', 'CAD'} else 2
non_usd = [c for c in (base, quote) if c != 'USD']
x, n = d, 0
while n < lag:
x += timedelta(days=1)
if x.weekday() < 5: n += 1
while not good(x, [base, quote]): x += timedelta(days=1)
return x.isoformat()
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = [[('regression business-day-counting 1', ('2026-03-06', 'EURUSD', {}), '2026-03-10'),
('regression business-day-counting 2', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('partial repair guard 2', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04'),
('control: over weekend', ('2026-03-05', 'EURUSD', {}), '2026-03-09'),
('control: usd holiday t+1', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-03']}), '2026-03-04'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05')],
[('regression business-day-counting 1', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('regression business-day-counting 2',
('2026-03-30', 'EURGBP', {'EUR': ['2026-03-31', '2026-04-04'], 'CAD': ['2026-04-02'], 'GBP': ['2026-04-03']}),
'2026-04-02'),
('partial repair guard 2',
('2026-10-09', 'GBPJPY',
{'JPY': ['2026-10-11', '2026-10-12', '2026-10-13'],
'EUR': ['2026-10-14'],
'CAD': ['2026-10-10', '2026-10-11', '2026-10-12', '2026-10-13'],
'GBP': ['2026-10-12', '2026-10-14']}),
'2026-10-16'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05'),
('control: cad t+1', ('2026-03-02', 'USDCAD', {}), '2026-03-03'),
('control: euro holiday t+1', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04')],
[('regression business-day-counting 1',
('2026-10-09', 'GBPJPY',
{'JPY': ['2026-10-11', '2026-10-12', '2026-10-13'],
'EUR': ['2026-10-14'],
'CAD': ['2026-10-10', '2026-10-11', '2026-10-12', '2026-10-13'],
'GBP': ['2026-10-12', '2026-10-14']}),
'2026-10-16'),
('regression business-day-counting 2',
('2026-08-14', 'GBPJPY',
{'USD': [], 'JPY': ['2026-08-15', '2026-08-17', '2026-08-19'], 'EUR': ['2026-08-15', '2026-08-17']}),
'2026-08-20'),
('partial repair guard 2',
('2026-07-22', 'EURUSD', {'EUR': ['2026-07-23', '2026-07-24', '2026-07-25'], 'CAD': ['2026-07-23', '2026-07-26']}),
'2026-07-28'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04'),
('control: cad usd holiday', ('2026-03-06', 'CADUSD', {'USD': ['2026-03-09']}), '2026-03-10'),
('control: yen cross', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04')],
[('regression business-day-counting 1',
('2026-07-22', 'EURUSD', {'EUR': ['2026-07-23', '2026-07-24', '2026-07-25'], 'CAD': ['2026-07-23', '2026-07-26']}),
'2026-07-28'),
('regression business-day-counting 2',
('2026-02-16', 'EURCAD',
{'USD': ['2026-02-17', '2026-02-18', '2026-02-20'],
'EUR': ['2026-02-17', '2026-02-21'],
'CAD': [],
'GBP': ['2026-02-17', '2026-02-20']}),
'2026-02-19'),
('partial repair guard 2',
('2026-03-23', 'EURCAD',
{'JPY': ['2026-03-27'], 'EUR': ['2026-03-25'], 'CAD': ['2026-03-24', '2026-03-26'], 'GBP': ['2026-03-25']}),
'2026-03-30'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04'),
('control: over weekend', ('2026-03-05', 'EURUSD', {}), '2026-03-09'),
('control: usd holiday t+1', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-03']}), '2026-03-04'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05')],
[('regression business-day-counting 1',
('2026-03-23', 'EURCAD',
{'JPY': ['2026-03-27'], 'EUR': ['2026-03-25'], 'CAD': ['2026-03-24', '2026-03-26'], 'GBP': ['2026-03-25']}),
'2026-03-30'),
('regression business-day-counting 2',
('2026-08-28', 'EURCAD',
{'USD': ['2026-08-30', '2026-08-31', '2026-09-01'],
'EUR': ['2026-08-31', '2026-09-01'],
'CAD': ['2026-08-29', '2026-08-31'],
'GBP': ['2026-08-29', '2026-09-01']}),
'2026-09-03'),
('partial repair guard 2',
('2026-03-19', 'EURCAD', {'USD': ['2026-03-21'], 'JPY': ['2026-03-20'], 'EUR': ['2026-03-20'], 'CAD': []}),
'2026-03-24'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05'),
('control: cad t+1', ('2026-03-02', 'USDCAD', {}), '2026-03-03'),
('control: euro holiday t+1', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04')]]
for label, args, expected in cases[N - 1]:
check(label, solve(*args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| regression business-day-counting 1 | 2026-03-10 | 2026-03-10 | Passed |
| regression business-day-counting 2 | 2026-03-04 | 2026-03-05 | Failed |
| partial repair guard 2 | 2026-05-01 | 2026-05-04 | Failed |
| control: plain t+2 | 2026-03-04 | 2026-03-04 | Passed |
| control: over weekend | 2026-03-09 | 2026-03-09 | Passed |
| control: usd holiday t+1 | 2026-03-04 | 2026-03-04 | Passed |
| control: usd holiday on spot | 2026-03-05 | 2026-03-05 | Passed |
SHA-256 / c8d9d01979e8d6a7cd18b9bb0ffba018c32ca1c6cebbef8c268c8b367a46c9c6
3 / The verified repair
Exit 0"""Failure Map reference implementation. Python standard library only."""
import json
from datetime import date, timedelta
N = 1
observations = []
def solve(trade, pair, holidays):
d = date.fromisoformat(trade)
base, quote = pair[:3], pair[3:]
def good(x, ccys):
return x.weekday() < 5 and all(x.isoformat() not in holidays.get(c, []) for c in ccys)
lag = 1 if {base, quote} == {'USD', 'CAD'} else 2
non_usd = [c for c in (base, quote) if c != 'USD']
x, n = d, 0
while n < lag:
x += timedelta(days=1)
if good(x, non_usd if n < lag - 1 else [base, quote]):
n += 1
return x.isoformat()
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = [[('regression business-day-counting 1', ('2026-03-06', 'EURUSD', {}), '2026-03-10'),
('regression business-day-counting 2', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('partial repair guard 2', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04'),
('control: over weekend', ('2026-03-05', 'EURUSD', {}), '2026-03-09'),
('control: usd holiday t+1', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-03']}), '2026-03-04'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05')],
[('regression business-day-counting 1', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('regression business-day-counting 2',
('2026-03-30', 'EURGBP', {'EUR': ['2026-03-31', '2026-04-04'], 'CAD': ['2026-04-02'], 'GBP': ['2026-04-03']}),
'2026-04-02'),
('partial repair guard 2',
('2026-10-09', 'GBPJPY',
{'JPY': ['2026-10-11', '2026-10-12', '2026-10-13'],
'EUR': ['2026-10-14'],
'CAD': ['2026-10-10', '2026-10-11', '2026-10-12', '2026-10-13'],
'GBP': ['2026-10-12', '2026-10-14']}),
'2026-10-16'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05'),
('control: cad t+1', ('2026-03-02', 'USDCAD', {}), '2026-03-03'),
('control: euro holiday t+1', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04')],
[('regression business-day-counting 1',
('2026-10-09', 'GBPJPY',
{'JPY': ['2026-10-11', '2026-10-12', '2026-10-13'],
'EUR': ['2026-10-14'],
'CAD': ['2026-10-10', '2026-10-11', '2026-10-12', '2026-10-13'],
'GBP': ['2026-10-12', '2026-10-14']}),
'2026-10-16'),
('regression business-day-counting 2',
('2026-08-14', 'GBPJPY',
{'USD': [], 'JPY': ['2026-08-15', '2026-08-17', '2026-08-19'], 'EUR': ['2026-08-15', '2026-08-17']}),
'2026-08-20'),
('partial repair guard 2',
('2026-07-22', 'EURUSD', {'EUR': ['2026-07-23', '2026-07-24', '2026-07-25'], 'CAD': ['2026-07-23', '2026-07-26']}),
'2026-07-28'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04'),
('control: cad usd holiday', ('2026-03-06', 'CADUSD', {'USD': ['2026-03-09']}), '2026-03-10'),
('control: yen cross', ('2026-04-28', 'GBPJPY', {'JPY': ['2026-04-29', '2026-04-30']}), '2026-05-04'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04')],
[('regression business-day-counting 1',
('2026-07-22', 'EURUSD', {'EUR': ['2026-07-23', '2026-07-24', '2026-07-25'], 'CAD': ['2026-07-23', '2026-07-26']}),
'2026-07-28'),
('regression business-day-counting 2',
('2026-02-16', 'EURCAD',
{'USD': ['2026-02-17', '2026-02-18', '2026-02-20'],
'EUR': ['2026-02-17', '2026-02-21'],
'CAD': [],
'GBP': ['2026-02-17', '2026-02-20']}),
'2026-02-19'),
('partial repair guard 2',
('2026-03-23', 'EURCAD',
{'JPY': ['2026-03-27'], 'EUR': ['2026-03-25'], 'CAD': ['2026-03-24', '2026-03-26'], 'GBP': ['2026-03-25']}),
'2026-03-30'),
('control: plain t+2', ('2026-03-02', 'EURUSD', {}), '2026-03-04'),
('control: over weekend', ('2026-03-05', 'EURUSD', {}), '2026-03-09'),
('control: usd holiday t+1', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-03']}), '2026-03-04'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05')],
[('regression business-day-counting 1',
('2026-03-23', 'EURCAD',
{'JPY': ['2026-03-27'], 'EUR': ['2026-03-25'], 'CAD': ['2026-03-24', '2026-03-26'], 'GBP': ['2026-03-25']}),
'2026-03-30'),
('regression business-day-counting 2',
('2026-08-28', 'EURCAD',
{'USD': ['2026-08-30', '2026-08-31', '2026-09-01'],
'EUR': ['2026-08-31', '2026-09-01'],
'CAD': ['2026-08-29', '2026-08-31'],
'GBP': ['2026-08-29', '2026-09-01']}),
'2026-09-03'),
('partial repair guard 2',
('2026-03-19', 'EURCAD', {'USD': ['2026-03-21'], 'JPY': ['2026-03-20'], 'EUR': ['2026-03-20'], 'CAD': []}),
'2026-03-24'),
('control: usd holiday on spot', ('2026-03-02', 'EURUSD', {'USD': ['2026-03-04']}), '2026-03-05'),
('control: cad t+1', ('2026-03-02', 'USDCAD', {}), '2026-03-03'),
('control: euro holiday t+1', ('2026-03-02', 'EURUSD', {'EUR': ['2026-03-03']}), '2026-03-05'),
('control: cross with cad', ('2026-03-02', 'EURCAD', {}), '2026-03-04')]]
for label, args, expected in cases[N - 1]:
check(label, solve(*args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| regression business-day-counting 1 | 2026-03-10 | 2026-03-10 | Passed |
| regression business-day-counting 2 | 2026-03-05 | 2026-03-05 | Passed |
| partial repair guard 2 | 2026-05-04 | 2026-05-04 | Passed |
| control: plain t+2 | 2026-03-04 | 2026-03-04 | Passed |
| control: over weekend | 2026-03-09 | 2026-03-09 | Passed |
| control: usd holiday t+1 | 2026-03-04 | 2026-03-04 | Passed |
| control: usd holiday on spot | 2026-03-05 | 2026-03-05 | Passed |
SHA-256 / 21bb5a302e89107aa1ba8a28a8ce9e3c2cd11e4866431b13fdcc11dbe729e2b4
Verification & scope
A deterministic, bounded teaching model with a stipulated toy contract; it makes no claim of conformance to any real regulation, standard, or institution's rules. This reproducer isolates one failure mechanism. Results cover the supplied fixtures. Variants within a family share a test contract and should remain grouped when constructing evaluation splits. Related mechanisms with a shared evaluation_group must also remain together; these controlled models are not independent production incidents.
Observations recorded using Python 3.12.14 at 2026-09-29T14:47:02.133956+00:00.
Case digest / 15b7b4a938e9a6f53ad3d0194f00b20f1238fb0dce4089aab1eec26c06941cc7