Evaluate ONLY inputs.json here, no parent/other files/model identities/network/code execution/editing. Return ONLY JSON {"groups":[{"id":"g001","consistent":"pass|partial|fail|not_applicable","variation":"pass|partial|fail","reason":"specific max160characters"}]}. Score all72 groups once. Consistency applies auth/upgrade only, others not_applicable. Variation applies every group. Linked titles provide exact request/output. Apply equivalent abbreviations Tests/Regression Tests equally. Do not treat emoji or punctuation differences alone as structural differences. Meaningful subjects must distinguish siblings. Changes in action or sentiment must follow input, never hallucinate work. Feedback groups include distinct complaint/praise/mixed tasks. Operations includes investigation of failed backup and explanation of safe restore test; different actions justified. No infer arms. Output JSON directly, no further analysis tools needed.