Model Specifications

{
  "position": "Senior Backend Engineer",
  "level": "senior",
  "job_description": "We are looking for...",
  "skills": ["Python", "PostgreSQL", "Redis"],
  "candidate_name": "Jane Doe",
  "resume_text": "5 years experience at...",
  "duration_minutes": 45
}

{
  "competencies": [
    {
      "name": "System Design",
      "weight": 0.3,
      "is_required": true,
      "minimum_acceptable_score": 3.0,
      "sub_dimensions": [
        {
          "name": "Architecture Thinking",
          "indicators": {
            "1": "Cannot articulate basic system components",
            "2": "Identifies components but misses interactions",
            "3": "Describes reasonable architecture with trade-offs",
            "4": "Strong architecture with clear scaling strategy",
            "5": "Exceptional design with novel approaches"
          }
        }
      ],
      "questions": ["Design a rate limiter at scale.", "..."]
    }
  ],
  "skills_coverage": { "Python": true, "PostgreSQL": true },
  "greeting_script": "Welcome Jane, thanks for joining today...",
  "inmail_draft": "Hi Jane, I reviewed your profile...",
  "must_have": ["3+ years Python", "distributed systems experience"],
  "nice_to_have": ["Kubernetes", "Go"]
}

{
  "overall_score": 0.0,
  "competency_scores": [
    {
      "competency": "System Design",
      "weight": 0.3,
      "sub_dimension_scores": [
        {
          "sub_dimension": "Architecture Thinking",
          "evidence_components": {
            "completeness": 4,
            "reasoning_clarity": 3,
            "outcome_strength": 4,
            "ownership": 5,
            "evidence_confidence": 4
          },
          "transcript_turns": [5, 6, 12],
          "exclusion_triggered": false,
          "exclusion_reason": "",
          "observations": "Candidate described a rate limiter with clear outcomes..."
        }
      ],
      "aggregated_score": 0.0
    }
  ],
  "question_scores": [
    {
      "question_id": "q1",
      "question_text": "Design a rate limiter at scale.",
      "score": 4,
      "max_score": 5,
      "feedback": "Strong architecture with clear scaling strategy",
      "evidence_turns": [5, 6, 7]
    }
  ],
  "strengths": ["Clear communication", "Strong problem-solving"],
  "weaknesses": ["Limited experience with advanced topics"],
  "recommendation": "HIRE",
  "required_competency_failures": [],
  "summary": "Overall assessment addressing three core evaluation questions...",
  "must_have_evaluations": [
    { "criterion": "5+ years Python", "met": true, "confidence": 0.9, "evidence": "..." }
  ],
  "nice_to_have_evaluations": [
    { "criterion": "Kubernetes experience", "met": false, "confidence": 0.8, "evidence": "..." }
  ]
}