{
  "project": "Escola Lendária Community Agent",
  "track": "Good Neighbor Agents",
  "generated_at": "2026-11-13T10:30:08.726Z",
  "source_mode": "live-read-only-privacy-minimized",
  "demo_scope": "public read-only verifier; full Strands agent and human queue are in the repository",
  "privacy": {
    "learner_names_returned": false,
    "raw_learner_ids_returned": false,
    "contacts_returned": false,
    "pins_returned": false,
    "chats_or_notes_returned": false,
    "payment_data_returned": false
  },
  "safety": {
    "consequential_actions": "human-controlled",
    "public_endpoint_writes": false,
    "source_access": "read-only"
  },
  "metrics": {
    "learners_scanned": 95,
    "watchlist": 95,
    "human_attention": 95,
    "high_priority": 95,
    "inactivity_signals": 95,
    "repeated_failure_signals": 3
  },
  "top_risks": [
    {
      "alias": "Learner 01",
      "risk": 90,
      "evidence": [
        "36 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 02",
      "risk": 90,
      "evidence": [
        "104 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 03",
      "risk": 90,
      "evidence": [
        "106 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 04",
      "risk": 90,
      "evidence": [
        "104 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 05",
      "risk": 90,
      "evidence": [
        "105 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 06",
      "risk": 90,
      "evidence": [
        "103 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 07",
      "risk": 90,
      "evidence": [
        "104 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 08",
      "risk": 90,
      "evidence": [
        "103 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 09",
      "risk": 90,
      "evidence": [
        "103 days inactive"
      ],
      "route": "human-review"
    },
    {
      "alias": "Learner 10",
      "risk": 90,
      "evidence": [
        "105 days inactive"
      ],
      "route": "human-review"
    }
  ],
  "implementation": {
    "full_agent": "Strands Agents SDK + Amazon Bedrock",
    "runtime_adapter": "Amazon Bedrock AgentCore",
    "deterministic_guardrails": true,
    "persistent_monitoring": true,
    "constrained_model_tools": true,
    "deterministic_attention_plan": true,
    "model_identifier_minimization": true,
    "repository": "https://github.com/Progaminy/escola-lendaria-community-agent"
  },
  "judge_verification": {
    "fast_path": "https://github.com/Progaminy/escola-lendaria-community-agent/blob/main/docs/JUDGE_FAST_PATH.md",
    "verification_report": "https://github.com/Progaminy/escola-lendaria-community-agent/blob/main/docs/VERIFICATION_REPORT.md",
    "end_to_end_smoke_test": "https://github.com/Progaminy/escola-lendaria-community-agent/blob/main/scripts/judge_smoke_test.py",
    "video": "https://youtu.be/RcocWXhlpHc?si=gKgfsBtqiRPv8GEp"
  },
  "measurement_scope": "live operational risk evidence; not a causal learning-outcome claim"
}