POWorkspaceagentic kit · product owner
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review hallucinations

Hallucination monitoring · innovation-group · po-25d7dd58

completed
[po-eval-monitor running] Pipeline started — https://github.com/N-iX-GenAI-Value-LAB/observability-server/actions/runs/30361289849
[po-eval-monitor running] Phase scan started — reading backlog from po-fb4ef635 (2 epics, 4 stories) and validated baseline (invoice CSV export HITL doc). Listing all concrete claims.
[po-eval-monitor running] Phase scan completed. Subject backlog: 2 epics, 4 stories, ~17 ACs. Concrete claims inventoried: 5 numeric thresholds, 1 implied API contract, 1 confidence-score claim. Reference baseline: invoice CSV export (HITL) — completely different domain from subject backlog (AI PO Workspace features).
[po-eval-monitor running] Phase verify started — tracing each numeric/factual claim in the backlog to reference baseline or original intent. Cross-domain mismatch detected: baseline is invoice CSV export, backlog is AI PO Workspace automation.
[po-eval-monitor running] Phase verify completed — 7 flags raised: 5 high (invented numeric thresholds + fabricated API contract), 2 medium. Reference baseline covers invoice CSV export; subject backlog covers AI PO Workspace automation — domains are orthogonal, baseline cannot ground any backlog claim.
[po-eval-monitor running] Phase verdict started — computing advisory verdict from 5 high flags. Verdict: blocked-advisory.
[po-eval-monitor completed] Phase verdict completed. Verdict: blocked-advisory. 5 high flags (invented numbers + fabricated API contract), 2 medium flags. Cross-domain mismatch: reference is invoice CSV export; subject backlog is AI PO Workspace automation. Result posted.

blocked-advisory

Findings

0 low5 high2 medium
highinvented-number
clipboard contains a product feature description of at least 10 wordsThe 10-word minimum threshold appears nowhere in the reference baseline (invoice CSV export) nor in the source intent email. The authoring agent invented this trigger condition.
mediuminvented-number
its label includes the previous run's team slug and the first 60 characters of its intent textThe 60-character display truncation limit is absent from the reference baseline and the source intent. No UX specification grounds this number.
highinvented-number
the current value reaches at least 20 charactersThe 20-character trigger threshold for the suggestion feature is not present in the reference baseline or the source intent email. Invented by the authoring agent.
highinvented-number
800 ms elapse without further keystrokes (debounce)The 800 ms debounce value is absent from the reference baseline and the source intent. No performance or UX spec grounds this figure.
highinvented-number
the request exceeds 2000 ms without a responseThe 2000 ms API timeout SLA does not appear in the reference baseline or source intent. The authoring agent invented this timeout without grounding.
highfabricated-fact
the confidence score returned by the suggestion endpointThe existence of a team-suggestion endpoint returning a confidence score is not mentioned in the reference baseline (invoice CSV export) or the source intent email. The authoring agent fabricated an entire API contract.
mediumunsupported-claim
displaying 'Suggested: <team-slug> (NN%)' where NN is the confidence scoreA percentage-based confidence score format implies an ML-backed scoring model. Neither the reference baseline nor the source intent specifies this capability or its output format.