POWorkspaceagentic kit · product owner
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Hallucination monitoring test

Hallucination monitoring · innovation-group · po-829950ac

completedcost $0.47416454999999996
[po-eval-monitor running] Pipeline started — https://github.com/N-iX-GenAI-Value-LAB/observability-server/actions/runs/30456437823
[po-eval-monitor running] Starting eval-monitor run for subject po-4ac9ea41, reference KAN-140
[po-eval-monitor running] Phase scan started: extracting all concrete claims from backlog
[po-eval-monitor running] Phase scan completed: extracted concrete claims from 3 stories (13 ACs). KAN-140 reference covers story 2 exactly. Stories 1 and 3 contain ungrounded specifics: invented numbers (10000 limit, 100ms timing, 12-month default), unsupported column schema, ungrounded date format and filename convention.
[po-eval-monitor running] Phase verify started: tracing each concrete claim to intent, KAN-140, or labeled assumption
[po-eval-monitor running] Phase verify completed: 6 flags found — 2 high (invented numbers: 10000 export limit, 100ms toast timing), 2 medium (unsupported CSV column schema, invented 12-month default), 2 low (YYYY-MM-DD format, filename convention). Story 2 (KAN-140) is fully clean.
[po-eval-monitor running] Phase verdict started: computing advisory verdict from 2 high flags
[po-eval-monitor completed] Phase verdict completed: blocked-advisory. 6 flags total (high=2, medium=2, low=2). Story 2 (KAN-140) clean. Two high invented-numbers in Story 3 require PO confirmation before shipping.

Summary · verdict: blocked-advisory

Story 2 (Filter by status, KAN-140) is fully clean — all 3 ACs trace exactly to the validated baseline. Stories 1 and 3 contain 6 ungrounded claims: two high-severity invented numbers (10,000 export row cap and 100 ms toast SLA) that will drive concrete implementation constraints with no input backing; two medium-severity claims (CSV column schema and 12-month date default); and two low-severity format/naming conventions. Verdict is blocked-advisory (advisory only — pipeline is not blocked this window).

blocked-advisory

Story 2 (Filter by status, KAN-140) is fully clean — all 3 ACs trace exactly to the validated baseline. Stories 1 and 3 contain 6 ungrounded claims: two high-severity invented numbers (10,000 export row cap and 100 ms toast SLA) that will drive concrete implementation constraints with no input backing; two medium-severity claims (CSV column schema and 12-month date default); and two low-severity format/naming conventions. Verdict is blocked-advisory (advisory only — pipeline is not blocked this window).

Findings

2 low2 high2 medium
highinvented-number
the Export CSV button has the disabled HTML attribute and an inline message reads 'Filter your date range to export fewer than 10,000 invoices.' with the exact matching invoice count displayed alongside itThe 10,000-row export cap is not present in the intent (which asks for CSV export with date-range and status filters) or KAN-140. No input source for this specific threshold; developers will implement it as a hard capacity limit.
highinvented-number
a toast notification with the text 'Export failed — please try again' appears within 100 ms of the error responseA 100 ms toast render SLA is not in the intent or KAN-140. No input source for this specific timing constraint; it will be implemented as a performance requirement.
mediumunsupported-claim
the first row is a header row containing exactly the columns invoice_date,invoice_number,description,amount,currency,status,due_date,paid_date in that orderThe exact 8-column CSV schema and ordering are not in the intent or KAN-140. This is an invented schema presented as a firm implementation requirement.
mediuminvented-number
the From date picker value is set to the date 12 months before todayA 12-month lookback default is not specified in the intent (which asks for date-range filters) or KAN-140. No input source for this specific default value.
lowunsupported-claim
both displayed in YYYY-MM-DD formatThe YYYY-MM-DD date display format is not specified in the intent or KAN-140.
lowunsupported-claim
the filename in the Content-Disposition header is 'client-abc123-invoices-2024-01-01-2024-06-30.csv'The specific filename convention (client-{id}-invoices-{from}-{to}.csv) is not in the intent or KAN-140. Presented as a firm requirement.