FA-59911 / Inventory cost layering / Open access
Moving average perpetual costing: pooled value uses stale average · case 01
The first receipt after an issue is averaged as if the issued units were still on hand.
ROOT CAUSE
The pooled value is taken from the opening on-hand quantity rather than the running on-hand after issues.
THE FAILURE
The pooled value is taken from the opening on-hand quantity rather than the running on-hand after issues.
Unsuccessful approach: Using the opening average with the running quantity still ignores earlier receipts that repriced the average.
Case contract
Input {onhand, avg (cents, integer), events}. On receipt the average becomes round-half-up((onhand*avg + qty*cost)/(onhand+qty)) to whole cents; an issue is costed at qty*avg with the current average and never changes it; an issue exceeding on-hand returns "short". When on-hand reaches zero the average is kept as the last value (not reset). Return {cogs, onhand, avg}.
Why this case matters
Inventory valuation and cost-of-goods decisions depend on this rule.
1 / The failure
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(x):
onhand = x['onhand']
avg = x['avg']
cogs = []
for ev in x['events']:
if ev[0] == 'recv':
q, c = ev[1], ev[2]
total = x['onhand'] * avg + q * c
units = onhand + q
avg = (2 * total + units) // (2 * units)
onhand = units
else:
q = ev[1]
if q > onhand:
cogs.append('short')
continue
cogs.append(q * avg)
onhand -= q
return {'cogs': cogs, 'onhand': onhand, 'avg': avg}
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
fixtures = [[['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 131], ['issue', 5]]}, {'cogs': [580], 'onhand': 15, 'avg': 116}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 12], ['issue', 2], ['issue', 1]]}, {'cogs': [22, 11], 'onhand': 4, 'avg': 11}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 71], ['issue', 1]]}, {'cogs': [100, 71], 'onhand': 2, 'avg': 71}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 4]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 1, 20], ['issue', 3]]}, {'cogs': [42], 'onhand': 1, 'avg': 14}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 4], ['issue', 1]]}, {'cogs': [3], 'onhand': 1, 'avg': 3}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 21], ['issue', 1]]}, {'cogs': [30, 16], 'onhand': 5, 'avg': 16}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 51], ['issue', 1]]}, {'cogs': [26], 'onhand': 4, 'avg': 26}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 132], ['issue', 5]]}, {'cogs': [580], 'onhand': 15, 'avg': 116}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 13], ['issue', 2], ['issue', 1]]}, {'cogs': [24, 12], 'onhand': 4, 'avg': 12}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 72], ['issue', 1]]}, {'cogs': [100, 72], 'onhand': 2, 'avg': 72}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 5]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 2, 20], ['issue', 3]]}, {'cogs': [45], 'onhand': 2, 'avg': 15}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 6], ['issue', 1]]}, {'cogs': [4], 'onhand': 1, 'avg': 4}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 22], ['issue', 1]]}, {'cogs': [30, 16], 'onhand': 5, 'avg': 16}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 52], ['issue', 1]]}, {'cogs': [26], 'onhand': 4, 'avg': 26}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 133], ['issue', 5]]}, {'cogs': [585], 'onhand': 15, 'avg': 117}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 14], ['issue', 2], ['issue', 1]]}, {'cogs': [24, 12], 'onhand': 4, 'avg': 12}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 73], ['issue', 1]]}, {'cogs': [100, 73], 'onhand': 2, 'avg': 73}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 6]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 3, 20], ['issue', 3]]}, {'cogs': [48], 'onhand': 3, 'avg': 16}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 8], ['issue', 1]]}, {'cogs': [5], 'onhand': 1, 'avg': 5}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 23], ['issue', 1]]}, {'cogs': [30, 17], 'onhand': 5, 'avg': 17}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 53], ['issue', 1]]}, {'cogs': [27], 'onhand': 4, 'avg': 27}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 134], ['issue', 5]]}, {'cogs': [585], 'onhand': 15, 'avg': 117}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 15], ['issue', 2], ['issue', 1]]}, {'cogs': [26, 13], 'onhand': 4, 'avg': 13}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 74], ['issue', 1]]}, {'cogs': [100, 74], 'onhand': 2, 'avg': 74}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 7]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 4, 20], ['issue', 3]]}, {'cogs': [51], 'onhand': 4, 'avg': 17}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 10], ['issue', 1]]}, {'cogs': [6], 'onhand': 1, 'avg': 6}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 24], ['issue', 1]]}, {'cogs': [30, 17], 'onhand': 5, 'avg': 17}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 54], ['issue', 1]]}, {'cogs': [27], 'onhand': 4, 'avg': 27}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 135], ['issue', 5]]}, {'cogs': [590], 'onhand': 15, 'avg': 118}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 16], ['issue', 2], ['issue', 1]]}, {'cogs': [26, 13], 'onhand': 4, 'avg': 13}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 75], ['issue', 1]]}, {'cogs': [100, 75], 'onhand': 2, 'avg': 75}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 8]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 5, 20], ['issue', 3]]}, {'cogs': [51], 'onhand': 5, 'avg': 17}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 12], ['issue', 1]]}, {'cogs': [7], 'onhand': 1, 'avg': 7}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 25], ['issue', 1]]}, {'cogs': [30, 18], 'onhand': 5, 'avg': 18}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 55], ['issue', 1]]}, {'cogs': [27], 'onhand': 4, 'avg': 27}]]]
for label, args, expected in fixtures[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 |
|---|---|---|---|
| receipt reprices | {'avg': 116, 'cogs': [580], 'onhand': 15} | {'avg': 116, 'cogs': [580], 'onhand': 15} | Passed |
| uneven rounding | {'avg': 11, 'cogs': [22, 11], 'onhand': 4} | {'avg': 11, 'cogs': [22, 11], 'onhand': 4} | Passed |
| zero then receipt | {'avg': 104, 'cogs': [100, 104], 'onhand': 2} | {'avg': 71, 'cogs': [100, 71], 'onhand': 2} | Failed |
| short issue | {'avg': 50, 'cogs': ['short'], 'onhand': 2} | {'avg': 50, 'cogs': ['short'], 'onhand': 2} | Passed |
| many receipts | {'avg': 5, 'cogs': [15], 'onhand': 1} | {'avg': 14, 'cogs': [42], 'onhand': 1} | Failed |
| half cent | {'avg': 3, 'cogs': [3], 'onhand': 1} | {'avg': 3, 'cogs': [3], 'onhand': 1} | Passed |
| issue all | {'avg': 26, 'cogs': [208], 'onhand': 0} | {'avg': 26, 'cogs': [208], 'onhand': 0} | Passed |
| issue before receipt | {'avg': 21, 'cogs': [30, 21], 'onhand': 5} | {'avg': 16, 'cogs': [30, 16], 'onhand': 5} | Failed |
| two receipts | {'avg': 18, 'cogs': [18], 'onhand': 4} | {'avg': 26, 'cogs': [26], 'onhand': 4} | Failed |
SHA-256 / d4d88db280fd6e01e31f68a9d92569aa76658d3becf32782aee36d054731616a
2 / The unsuccessful fix
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(x):
onhand = x['onhand']
avg = x['avg']
cogs = []
for ev in x['events']:
if ev[0] == 'recv':
q, c = ev[1], ev[2]
total = onhand * x['avg'] + q * c
units = onhand + q
avg = (2 * total + units) // (2 * units)
onhand = units
else:
q = ev[1]
if q > onhand:
cogs.append('short')
continue
cogs.append(q * avg)
onhand -= q
return {'cogs': cogs, 'onhand': onhand, 'avg': avg}
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
fixtures = [[['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 131], ['issue', 5]]}, {'cogs': [580], 'onhand': 15, 'avg': 116}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 12], ['issue', 2], ['issue', 1]]}, {'cogs': [22, 11], 'onhand': 4, 'avg': 11}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 71], ['issue', 1]]}, {'cogs': [100, 71], 'onhand': 2, 'avg': 71}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 4]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 1, 20], ['issue', 3]]}, {'cogs': [42], 'onhand': 1, 'avg': 14}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 4], ['issue', 1]]}, {'cogs': [3], 'onhand': 1, 'avg': 3}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 21], ['issue', 1]]}, {'cogs': [30, 16], 'onhand': 5, 'avg': 16}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 51], ['issue', 1]]}, {'cogs': [26], 'onhand': 4, 'avg': 26}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 132], ['issue', 5]]}, {'cogs': [580], 'onhand': 15, 'avg': 116}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 13], ['issue', 2], ['issue', 1]]}, {'cogs': [24, 12], 'onhand': 4, 'avg': 12}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 72], ['issue', 1]]}, {'cogs': [100, 72], 'onhand': 2, 'avg': 72}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 5]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 2, 20], ['issue', 3]]}, {'cogs': [45], 'onhand': 2, 'avg': 15}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 6], ['issue', 1]]}, {'cogs': [4], 'onhand': 1, 'avg': 4}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 22], ['issue', 1]]}, {'cogs': [30, 16], 'onhand': 5, 'avg': 16}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 52], ['issue', 1]]}, {'cogs': [26], 'onhand': 4, 'avg': 26}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 133], ['issue', 5]]}, {'cogs': [585], 'onhand': 15, 'avg': 117}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 14], ['issue', 2], ['issue', 1]]}, {'cogs': [24, 12], 'onhand': 4, 'avg': 12}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 73], ['issue', 1]]}, {'cogs': [100, 73], 'onhand': 2, 'avg': 73}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 6]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 3, 20], ['issue', 3]]}, {'cogs': [48], 'onhand': 3, 'avg': 16}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 8], ['issue', 1]]}, {'cogs': [5], 'onhand': 1, 'avg': 5}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 23], ['issue', 1]]}, {'cogs': [30, 17], 'onhand': 5, 'avg': 17}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 53], ['issue', 1]]}, {'cogs': [27], 'onhand': 4, 'avg': 27}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 134], ['issue', 5]]}, {'cogs': [585], 'onhand': 15, 'avg': 117}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 15], ['issue', 2], ['issue', 1]]}, {'cogs': [26, 13], 'onhand': 4, 'avg': 13}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 74], ['issue', 1]]}, {'cogs': [100, 74], 'onhand': 2, 'avg': 74}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 7]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 4, 20], ['issue', 3]]}, {'cogs': [51], 'onhand': 4, 'avg': 17}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 10], ['issue', 1]]}, {'cogs': [6], 'onhand': 1, 'avg': 6}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 24], ['issue', 1]]}, {'cogs': [30, 17], 'onhand': 5, 'avg': 17}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 54], ['issue', 1]]}, {'cogs': [27], 'onhand': 4, 'avg': 27}]], [['receipt reprices', {'onhand': 10, 'avg': 100, 'events': [['recv', 10, 135], ['issue', 5]]}, {'cogs': [590], 'onhand': 15, 'avg': 118}], ['uneven rounding', {'onhand': 3, 'avg': 10, 'events': [['recv', 4, 16], ['issue', 2], ['issue', 1]]}, {'cogs': [26, 13], 'onhand': 4, 'avg': 13}], ['zero then receipt', {'onhand': 2, 'avg': 50, 'events': [['issue', 2], ['recv', 3, 75], ['issue', 1]]}, {'cogs': [100, 75], 'onhand': 2, 'avg': 75}], ['short issue', {'onhand': 2, 'avg': 50, 'events': [['issue', 8]]}, {'cogs': ['short'], 'onhand': 2, 'avg': 50}], ['many receipts', {'onhand': 0, 'avg': 0, 'events': [['recv', 1, 10], ['recv', 2, 13], ['recv', 5, 20], ['issue', 3]]}, {'cogs': [51], 'onhand': 5, 'avg': 17}], ['half cent', {'onhand': 1, 'avg': 1, 'events': [['recv', 1, 12], ['issue', 1]]}, {'cogs': [7], 'onhand': 1, 'avg': 7}], ['issue all', {'onhand': 4, 'avg': 25, 'events': [['recv', 4, 26], ['issue', 8]]}, {'cogs': [208], 'onhand': 0, 'avg': 26}], ['issue before receipt', {'onhand': 6, 'avg': 10, 'events': [['issue', 3], ['recv', 3, 25], ['issue', 1]]}, {'cogs': [30, 18], 'onhand': 5, 'avg': 18}], ['two receipts', {'onhand': 2, 'avg': 10, 'events': [['recv', 2, 30], ['recv', 1, 55], ['issue', 1]]}, {'cogs': [27], 'onhand': 4, 'avg': 27}]]]
for label, args, expected in fixtures[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 |
|---|---|---|---|
| receipt reprices | {'avg': 116, 'cogs': [580], 'onhand': 15} | {'avg': 116, 'cogs': [580], 'onhand': 15} | Passed |
| uneven rounding | {'avg': 11, 'cogs': [22, 11], 'onhand': 4} | {'avg': 11, 'cogs': [22, 11], 'onhand': 4} | Passed |
| zero then receipt | {'avg': 71, 'cogs': [100, 71], 'onhand': 2} | {'avg': 71, 'cogs': [100, 71], 'onhand': 2} | Passed |
| short issue | {'avg': 50, 'cogs': ['short'], 'onhand': 2} | {'avg': 50, 'cogs': ['short'], 'onhand': 2} | Passed |
| many receipts | {'avg': 5, 'cogs': [15], 'onhand': 1} | {'avg': 14, 'cogs': [42], 'onhand': 1} | Failed |
| half cent | {'avg': 3, 'cogs': [3], 'onhand': 1} | {'avg': 3, 'cogs': [3], 'onhand': 1} | Passed |
| issue all | {'avg': 26, 'cogs': [208], 'onhand': 0} | {'avg': 26, 'cogs': [208], 'onhand': 0} | Passed |
| issue before receipt | {'avg': 16, 'cogs': [30, 16], 'onhand': 5} | {'avg': 16, 'cogs': [30, 16], 'onhand': 5} | Passed |
| two receipts | {'avg': 18, 'cogs': [18], 'onhand': 4} | {'avg': 26, 'cogs': [26], 'onhand': 4} | Failed |
SHA-256 / 6e9c2300a33d835eff4a8df173815423803048e9178aca3bb115b361bbfafb18
HELD IN THE MEMBER ARCHIVE
The verified repair and its recorded checks are member-only.
This mechanism has 9 recorded checks per implementation. The open-access tier publishes the failure and the unsuccessful fix; the repaired source that passes every check, and the observations that prove it, are available to members.
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Sign in to the archive ↗Verification & scope
Stipulated bounded teaching model with explicit toy rules; not an accounting-standard implementation. 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 2026-09-29T14:46:40.786016+00:00.
Case digest / 80621d362d2f0b451eef4f8860100c07bfdc3273f405296d320603ef8ed93374