Its AIOS setup tested in parts (wiki ingest, query, lint, audits)

{
 "conflict_flag_regex": "conflict|contradict|discrepan|inconsisten|disagree|differ|unclear|not consistent",
 "stale_ok_regex": "former|previous|old|retired|replaced|left|moved|stale|outdated|superseded|earlier|no longer",
 "questions": [
  {
   "id": "Q1",
   "type": "single",
   "q": "What recalibration interval is recommended for the Sensor S2, and which kit is used?",
   "has": [
    "12 month",
    "CK-2"
   ],
   "forbid": [],
   "needs_flag": false
  },
  {
   "id": "Q2",
   "type": "single",
   "q": "Within how many minutes must a severity 1 incident get a first response?",
   "has": [
    "\\b15\\b"
   ],
   "forbid": [],
   "needs_flag": false
  },
  {
   "id": "Q3",
   "type": "single",
   "q": "How many days do customers have to return an unused sensor?",
   "has": [
    "\\b30\\b"
   ],
   "forbid": [],
   "needs_flag": false
  },
  {
   "id": "Q4",
   "type": "single",
   "q": "Who is the Head of Manufacturing?",
   "has": [
    "Elin Rebane"
   ],
   "forbid": [],
   "needs_flag": false
  },
  {
   "id": "Q5",
   "type": "cross",
   "q": "On a Sev-1 incident, who holds the role that must be notified first, by name?",
   "has": [
    "Jaan Tamm"
   ],
   "forbid": [
    "Marta Kask"
   ],
   "needs_flag": false
  },
  {
   "id": "Q6",
   "type": "cross",
   "q": "By how many units does the 2026 Sensor S2 demand forecast exceed current production capacity?",
   "has": [
    "6,?000"
   ],
   "forbid": [],
   "needs_flag": false
  },
  {
   "id": "Q7",
   "type": "cross",
   "q": "Which team owns the returns portal and what is its current address?",
   "has": [
    "Customer Care",
    "portal\\.norvale\\.example"
   ],
   "forbid": [
    "(?<!portal\\.)returns\\.norvale\\.example"
   ],
   "needs_flag": false
  },
  {
   "id": "Q8",
   "type": "cross",
   "q": "When is the Sensor S3 launch expected and who leads that program?",
   "has": [
    "Q1 2027",
    "Priit Vaher"
   ],
   "forbid": [
    "Q2 2026"
   ],
   "needs_flag": false
  },
  {
   "id": "Q9",
   "type": "contradiction",
   "q": "In what year was Norvale Instruments founded?",
   "has": [
    "2017",
    "2018"
   ],
   "forbid": [],
   "needs_flag": true
  },
  {
   "id": "Q10",
   "type": "contradiction",
   "q": "What is the price of the Sensor S2?",
   "has": [
    "\\b240\\b",
    "\\b260\\b"
   ],
   "forbid": [],
   "needs_flag": true
  },
  {
   "id": "Q11",
   "type": "contradiction",
   "q": "How long is the warranty on Norvale sensors?",
   "has": [
    "\\b24\\b",
    "\\b18\\b"
   ],
   "forbid": [],
   "needs_flag": true
  },
  {
   "id": "Q12",
   "type": "contradiction",
   "q": "Where is the Sensor S2 assembled?",
   "has": [
    "Tartu",
    "Riga"
   ],
   "forbid": [],
   "needs_flag": true
  }
 ]
}