{
  "$schema_note": "Hlido Weekly Reliability Report — machine-readable edition. Evidence-backed; scoring weights are never exposed.",
  "edition": "2026-07-26",
  "generated_at": "2026-07-26T08:44:55.441Z",
  "registry": {
    "reviewed": 833,
    "scored": 833,
    "tier_distribution": {
      "FADING": 402,
      "STEADY": 277,
      "VITAL": 152,
      "FLATLINE": 2
    }
  },
  "incidents": {
    "published_total": 19,
    "by_severity": {
      "critical": 6,
      "high": 4,
      "low": 7,
      "medium": 2
    },
    "dead_agents_count": 6,
    "dead_agents": [
      {
        "slug": "stanley-for-x",
        "title": "Primary site unreachable: domain no longer resolves",
        "observed_at": "2026-05-08T16:32:42Z",
        "id": "inc_2026-06-12_stanley-for-x_2e9a"
      },
      {
        "slug": "playht",
        "title": "Primary site unreachable: domain no longer resolves",
        "observed_at": "2026-05-08T16:32:42Z",
        "id": "inc_2026-06-12_playht_45a1"
      },
      {
        "slug": "oraza",
        "title": "Primary site unreachable: domain no longer resolves",
        "observed_at": "2026-05-08T16:32:42Z",
        "id": "inc_2026-06-12_oraza_3dbb"
      },
      {
        "slug": "hapax",
        "title": "Primary site unreachable: domain no longer resolves",
        "observed_at": "2026-05-08T16:32:42Z",
        "id": "inc_2026-06-12_hapax_2cf0"
      },
      {
        "slug": "fleece-ai",
        "title": "Primary site unreachable: domain no longer resolves",
        "observed_at": "2026-05-08T16:32:42Z",
        "id": "inc_2026-06-12_fleece-ai_468d"
      },
      {
        "slug": "adaptive",
        "title": "Primary site unreachable: domain no longer resolves",
        "observed_at": "2026-05-08T16:32:42Z",
        "id": "inc_2026-06-12_adaptive_2fa8"
      }
    ],
    "registry_url": "https://hlido.eu/incidents/"
  },
  "findings": [
    {
      "id": "red-flag-pattern-corpus",
      "title": "Top 12 red-flag patterns across 903 reviewed agents",
      "narrative": "Across 903 reviewed AI agents, the most common red flags surface a small set of recurring failure modes. Top: \"absence of verified claims raises concerns\" (21 agents).",
      "confidence": "high"
    },
    {
      "id": "fails-at-pattern-corpus",
      "title": "Recurring \"what it fails at\" patterns across the corpus",
      "narrative": "The phrase pattern \"no clear information on authentication requirements\" appears as a failure mode in 19 reviews. Buyer-facing implication: marketing rarely flags these.",
      "confidence": "high"
    },
    {
      "id": "tier-distribution-2026-05",
      "title": "Tier distribution across 903 reviewed agents: STEADY 55.5%, FADING 36%, VITAL 8%, UNKNOWN 0.1%, FLATLINE 0.4%",
      "narrative": "Of 903 agents reviewed: 72 VITAL (8%), 501 STEADY (55.5%), 325 FADING (36%), 4 FLATLINE (0.4%). Only 573 (63.5%) currently meet our \"worth using\" bar.",
      "confidence": "high"
    }
  ],
  "sources": {
    "insights_file": "2026-07-26.json",
    "incidents_as_of": "2026-06-12T11:59:53.199Z"
  },
  "links": {
    "registry": "https://hlido.eu/reviews/",
    "incidents_api": "https://hlido.eu/v1/incidents",
    "mcp": "https://hlido.eu/mcp",
    "report_index": "https://hlido.eu/reports/"
  }
}