{
  "format": "daily-project-prototype-v1",
  "project": "ai-observability",
  "title": "Production AI Observability Monitor",
  "domain": "ai-observability",
  "mode": "classifier",
  "labels": [
    "latency-regression",
    "token-spike",
    "tool-failure",
    "quality-regression"
  ],
  "prototypes": {
    "latency-regression": {
      "request": 3,
      "latency": 6,
      "rose": 3,
      "above": 3,
      "the": 9,
      "service": 3,
      "objective": 3,
      "end": 6,
      "to": 3,
      "exceeded": 3,
      "approved": 3,
      "percentile": 3,
      "threshold": 3,
      "in": 2,
      "an": 4,
      "operations": 2,
      "review": 2,
      "for": 2,
      "evaluation": 2,
      "case": 2,
      "agent": 3,
      "stayed": 3,
      "within": 3,
      "quality": 6,
      "limits": 3,
      "but": 3,
      "became": 3,
      "slower": 3,
      "performance": 3,
      "changed": 3,
      "without": 3,
      "a": 3,
      "matching": 3,
      "improvement": 3
    },
    "token-spike": {
      "in": 1,
      "an": 2,
      "operations": 1,
      "review": 1,
      "prompt": 2,
      "tokens": 2,
      "doubled": 2,
      "after": 2,
      "a": 2,
      "template": 2,
      "change": 2,
      "token": 2,
      "consumption": 2,
      "increased": 2,
      "beyond": 2,
      "the": 2,
      "cost": 2,
      "and": 2,
      "context": 2,
      "baseline": 2,
      "for": 1,
      "evaluation": 1,
      "case": 1
    },
    "tool-failure": {
      "the": 4,
      "retrieval": 2,
      "tool": 4,
      "returned": 2,
      "a": 4,
      "timeout": 2,
      "exception": 2,
      "required": 2,
      "external": 2,
      "failed": 4,
      "during": 2,
      "execution": 2,
      "for": 2,
      "an": 3,
      "evaluation": 2,
      "case": 2,
      "in": 1,
      "operations": 1,
      "review": 1,
      "search": 2,
      "calls": 2,
      "with": 2,
      "repeated": 2,
      "connection": 2,
      "errors": 4,
      "dependency": 2,
      "prevented": 2,
      "workflow": 2,
      "from": 2,
      "completing": 2
    },
    "quality-regression": {
      "grounded": 2,
      "answer": 2,
      "score": 2,
      "dropped": 2,
      "after": 2,
      "deployment": 2,
      "evaluation": 2,
      "quality": 2,
      "regressed": 2,
      "relative": 2,
      "to": 2,
      "the": 2,
      "release": 2,
      "baseline": 2,
      "in": 1,
      "an": 1,
      "operations": 1,
      "review": 1
    }
  },
  "idf": {
    "end": 2.252763,
    "to": 1.847298,
    "latency": 2.252763,
    "exceeded": 2.252763,
    "the": 1.336472,
    "approved": 2.252763,
    "percentile": 2.252763,
    "threshold": 2.252763,
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    "quality": 1.847298,
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    "relative": 2.252763,
    "release": 2.252763,
    "performance": 2.252763,
    "changed": 2.252763,
    "without": 2.252763,
    "matching": 2.252763,
    "improvement": 2.252763,
    "dependency": 2.252763,
    "errors": 2.252763,
    "prevented": 2.252763,
    "workflow": 2.252763,
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    "completing": 2.252763
  },
  "documents": [
    {
      "id": "trace-01",
      "label": "latency-regression",
      "text": "End-to-end latency exceeded the approved percentile threshold.",
      "metadata": {
        "synthetic": true,
        "domain": "ai-observability"
      }
    },
    {
      "id": "trace-02",
      "label": "token-spike",
      "text": "Token consumption increased beyond the cost and context baseline.",
      "metadata": {
        "synthetic": true,
        "domain": "ai-observability"
      }
    },
    {
      "id": "trace-03",
      "label": "tool-failure",
      "text": "A required external tool failed during execution.",
      "metadata": {
        "synthetic": true,
        "domain": "ai-observability"
      }
    },
    {
      "id": "trace-04",
      "label": "quality-regression",
      "text": "Evaluation quality regressed relative to the release baseline.",
      "metadata": {
        "synthetic": true,
        "domain": "ai-observability"
      }
    },
    {
      "id": "trace-05",
      "label": "latency-regression",
      "text": "Performance changed without a matching quality improvement.",
      "metadata": {
        "synthetic": true,
        "domain": "ai-observability"
      }
    },
    {
      "id": "trace-06",
      "label": "tool-failure",
      "text": "Dependency errors prevented the workflow from completing.",
      "metadata": {
        "synthetic": true,
        "domain": "ai-observability"
      }
    }
  ],
  "graph_edges": [],
  "confidence_threshold": 0.18,
  "trained_on_synthetic_data": true
}