{
  "overall_accuracy": 0.9047619047619048,
  "total_tests": 84,
  "total_failures": 8,
  "failures_by_category": {
    "General Questions (Non-Bond LLM)": [
      {
        "query": "What's the weather today",
        "expected_intent": "non_bond_llm",
        "expected_route": "llm",
        "got_intent": "non_bond_search",
        "got_route": "search",
        "confidence": 0.8000989556312561
      },
      {
        "query": "What is machine learning",
        "expected_intent": "non_bond_llm",
        "expected_route": "llm",
        "got_intent": "non_bond_search",
        "got_route": "search",
        "confidence": 0.5214624404907227
      }
    ],
    "Hard Negatives (Confusing Non-Bond)": [
      {
        "query": "How do ionic bonds work",
        "expected_intent": "non_bond_search",
        "expected_route": "search",
        "got_intent": "non_bond_llm",
        "got_route": "llm",
        "confidence": 0.6707904934883118
      },
      {
        "query": "How to bond with my family",
        "expected_intent": "non_bond_search",
        "expected_route": "search",
        "got_intent": "non_bond_llm",
        "got_route": "llm",
        "confidence": 0.8499083518981934
      },
      {
        "query": "Team bonding activities",
        "expected_intent": "non_bond_search",
        "expected_route": "search",
        "got_intent": "non_bond_llm",
        "got_route": "llm",
        "confidence": 0.7155904769897461
      },
      {
        "query": "Strengthen emotional bonds",
        "expected_intent": "non_bond_llm",
        "expected_route": "llm",
        "got_intent": "hedge_volatility",
        "got_route": "bond",
        "confidence": 0.5427064895629883
      }
    ],
    "Mixed Context (Portfolio Questions)": [
      {
        "query": "I have 70% stocks and 30% bonds, should I rebalance",
        "expected_intent": "non_bond_llm",
        "expected_route": "llm",
        "got_intent": "sector_rebalance",
        "got_route": "bond",
        "confidence": 0.48324716091156006
      },
      {
        "query": "My portfolio has bonds and stocks",
        "expected_intent": "non_bond_llm",
        "expected_route": "llm",
        "got_intent": "portfolio_analysis",
        "got_route": "bond",
        "confidence": 0.8792734146118164
      }
    ]
  }
}