{
  "benchmark": {
    "name": "didactopus-local-model-adequacy",
    "task_family": "graph-grounded-mentor-loop",
    "provider": "stub",
    "hardware_profile": {
      "profile_name": "unspecified-local",
      "cpu": "unknown",
      "ram_gb": null,
      "notes": ""
    }
  },
  "context": {
    "skill_name": "ocw-information-entropy-agent",
    "study_plan_task": "Help a learner connect Shannon entropy, channel capacity, and thermodynamic entropy.",
    "primary_concept": "Independent Reasoning and Careful Comparison",
    "secondary_concept": "Thermodynamics and Entropy",
    "source_language": "en",
    "output_language": "es"
  },
  "role_results": [
    {
      "role": "mentor",
      "provider": "stub",
      "model_name": "local-demo",
      "latency_ms": 0.022,
      "response_preview": "[stubbed-response] [mentor] Concept: Independent Reasoning and Careful Comparison Prerequisites: Course Notes and Reference Texts Supporting lessons",
      "adequacy_score": 0.52,
      "adequacy_rating": "inadequate",
      "grounded_score": 0.65,
      "multilingual_score": 0.0,
      "round_trip": {
        "warnings": [
          "Round-trip translation did not preserve source phrase 'Shannon entropy'.",
          "Round-trip translation did not preserve source phrase 'channel capacity'.",
          "Round-trip translation did not preserve source phrase 'thermodynamic entropy'.",
          "Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'."
        ],
        "summary": {
          "source_phrase_count": 4,
          "round_trip_warning_count": 4,
          "drifted_phrases": [
            "Shannon entropy",
            "channel capacity",
            "thermodynamic entropy",
            "Shannon entropy is not identical to thermodynamic entropy"
          ]
        }
      },
      "notes": [
        "Did not ask a focused learner question.",
        "Response does not appear to be in Spanish.",
        "Missing required multilingual term 'shannon-entropy' for language 'es'.",
        "Missing required multilingual term 'channel-capacity' for language 'es'.",
        "Missing required multilingual term 'thermodynamic-entropy' for language 'es'.",
        "Missing required multilingual caveat 'shannon-vs-thermo-not-identical' for language 'es'.",
        "Did not visibly preserve a key grounded concept term in multilingual output.",
        "Round-trip translation did not preserve source phrase 'Shannon entropy'.",
        "Round-trip translation did not preserve source phrase 'channel capacity'.",
        "Round-trip translation did not preserve source phrase 'thermodynamic entropy'.",
        "Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'."
      ]
    },
    {
      "role": "practice",
      "provider": "stub",
      "model_name": "local-demo",
      "latency_ms": 0.007,
      "response_preview": "[stubbed-response] [practice] Concept: Independent Reasoning and Careful Comparison Prerequisites: Course Notes and Reference Texts Supporting lessons",
      "adequacy_score": 0.82,
      "adequacy_rating": "adequate",
      "grounded_score": 1.0,
      "multilingual_score": 0.1,
      "round_trip": {
        "warnings": [
          "Round-trip translation did not preserve source phrase 'Shannon entropy'.",
          "Round-trip translation did not preserve source phrase 'channel capacity'.",
          "Round-trip translation did not preserve source phrase 'thermodynamic entropy'.",
          "Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'."
        ],
        "summary": {
          "source_phrase_count": 4,
          "round_trip_warning_count": 4,
          "drifted_phrases": [
            "Shannon entropy",
            "channel capacity",
            "thermodynamic entropy",
            "Shannon entropy is not identical to thermodynamic entropy"
          ]
        }
      },
      "notes": [
        "Response does not appear to be in Spanish.",
        "Missing required multilingual term 'shannon-entropy' for language 'es'.",
        "Missing required multilingual term 'channel-capacity' for language 'es'.",
        "Missing required multilingual term 'thermodynamic-entropy' for language 'es'.",
        "Missing required multilingual caveat 'shannon-vs-thermo-not-identical' for language 'es'.",
        "Round-trip translation did not preserve source phrase 'Shannon entropy'.",
        "Round-trip translation did not preserve source phrase 'channel capacity'.",
        "Round-trip translation did not preserve source phrase 'thermodynamic entropy'.",
        "Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'."
      ]
    },
    {
      "role": "evaluator",
      "provider": "stub",
      "model_name": "local-demo",
      "latency_ms": 0.005,
      "response_preview": "[stubbed-response] [evaluator] Concept: Independent Reasoning and Careful Comparison Prerequisites: Course Notes and Reference Texts Supporting lessons",
      "adequacy_score": 0.3,
      "adequacy_rating": "inadequate",
      "grounded_score": 0.35,
      "multilingual_score": 0.1,
      "round_trip": {
        "warnings": [
          "Round-trip translation did not preserve source phrase 'Shannon entropy'.",
          "Round-trip translation did not preserve source phrase 'channel capacity'.",
          "Round-trip translation did not preserve source phrase 'thermodynamic entropy'.",
          "Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'."
        ],
        "summary": {
          "source_phrase_count": 4,
          "round_trip_warning_count": 4,
          "drifted_phrases": [
            "Shannon entropy",
            "channel capacity",
            "thermodynamic entropy",
            "Shannon entropy is not identical to thermodynamic entropy"
          ]
        }
      },
      "notes": [
        "Did not acknowledge learner strengths.",
        "Did not provide a concrete next step.",
        "Response does not appear to be in Spanish.",
        "Missing required multilingual term 'shannon-entropy' for language 'es'.",
        "Missing required multilingual term 'channel-capacity' for language 'es'.",
        "Missing required multilingual term 'thermodynamic-entropy' for language 'es'.",
        "Missing required multilingual caveat 'shannon-vs-thermo-not-identical' for language 'es'.",
        "Round-trip translation did not preserve source phrase 'Shannon entropy'.",
        "Round-trip translation did not preserve source phrase 'channel capacity'.",
        "Round-trip translation did not preserve source phrase 'thermodynamic entropy'.",
        "Round-trip translation did not preserve source phrase 'Shannon entropy is not identical to thermodynamic entropy'."
      ]
    }
  ],
  "summary": {
    "overall_adequacy_score": 0.547,
    "overall_adequacy_rating": "inadequate",
    "recommended_use": "Not recommended for learner-facing local deployment."
  }
}