{
  "title": "AI Growth Operator",
  "series": "AI Operator Labs",
  "proof_status": "real finite run and separate-agent saved-context retrieval verified",
  "snapshot_at": "2026-09-05T08:06:44.726078+00:00",
  "reporting_period": {
    "start": "2026-08-06",
    "end": "2026-09-04"
  },
  "api_queries_completed": 8,
  "ru_campaign": {
    "impressions": 2016,
    "clicks": 53,
    "spend_usd": 5.237856,
    "reported_conversions": 2,
    "conversion_meaning": "Trial agreement acceptance, not paid sales"
  },
  "outputs": {
    "source_linked_observations": 15,
    "proposed_actions": 5,
    "draft_texts": 5
  },
  "saved_context": {
    "store": "PostgreSQL",
    "reviewed_records_loaded": 2,
    "separate_agent_invocation": true,
    "retrieval_method": "exact record lookup",
    "vector_search_tested": false
  },
  "action_titles": [
    {
      "priority": "P0",
      "title": "Reconcile recorded trial stages with real business outcomes",
      "status": "proposed_not_executed"
    },
    {
      "priority": "P0",
      "title": "Verify GA4 source identity and diagnose missing attribution",
      "status": "proposed_not_executed"
    },
    {
      "priority": "P1",
      "title": "Define conversion goals against validated funnel outcomes",
      "status": "proposed_not_executed"
    },
    {
      "priority": "P1",
      "title": "Diagnose HK zero delivery and confirm landing intent",
      "status": "proposed_not_executed"
    },
    {
      "priority": "P2",
      "title": "Review the English Mission 1 creative set as a bounded future concept",
      "status": "draft_prepared_not_applied"
    }
  ],
  "ad_drafts": [
    {
      "type": "responsive_search_ad_headline",
      "text": "Build Your First AI Website",
      "status": "draft_not_applied"
    },
    {
      "type": "responsive_search_ad_headline",
      "text": "Learn AI by Building",
      "status": "draft_not_applied"
    },
    {
      "type": "responsive_search_ad_headline",
      "text": "A Website for Mentor Review",
      "status": "draft_not_applied"
    },
    {
      "type": "responsive_search_ad_description",
      "text": "Turn your brief into a live website in a managed AI workspace. Explore Mission 1.",
      "status": "draft_not_applied"
    },
    {
      "type": "responsive_search_ad_description",
      "text": "Connect a managed domain, build your website, then verify it and submit mentor proof.",
      "status": "draft_not_applied"
    }
  ],
  "next_step": "Reconcile trial-stage records with distinct people, provisioned workspaces, and payment evidence; then verify stream/domain/Ads linkage and attribution before defining conversion goals or applying advertising changes.",
  "limitations": [
    "No ad changes were applied.",
    "No ad-driven sales were verified.",
    "Continuous autonomous optimization is not deployed.",
    "Recording replays saved results; memory display can perform a fresh database read."
  ]
}