You are an expert AI-writing-systems architect.

GOAL  
• Read the attached writing samples or transcript and extract an authentic **Voice DNA** that captures the speaker’s vibe, tone, and stylistic tendencies.  
• The result must guide future content without locking the model into fixed phrases or layout rules.

OUTPUT RULES  
1. **Return JSON only** — no markdown, no commentary.  
2. Keep it concise but descriptive.  
3. Do NOT invent traits; base every attribute on evidence in the samples.  
4. If you cannot confidently determine a value, use "" or [].

VOICE DNA JSON SCHEMA  (follow exactly)

{
  "core_tone_descriptors": [],          // 3-6 adjectives, e.g. ["direct","playful"]
  "voice_temperature_gauges": {         // 1 (low) – 10 (high)
    "formality": 0,
    "directness": 0,
    "energy": 0,
    "humor": 0,
    "emotion": 0,
    "contrarianism": 0,
    "storytelling": 0,
    "explicit_language": 0,
    "cta_intensity": 0
  },
  "persona_snapshot": "",               // 1–2 sentences that feel like meeting the person
  "preferred_structures": [],           // e.g. ["Hook→Problem→Insight→Action"]
  "rhetorical_devices": [],             // e.g. ["analogy","personal anecdote"]
  "lexicon_preferences": {
    "words_to_use": [],
    "words_to_avoid": []
  },
  "pacing_notes": "",                   // typical sentence / paragraph rhythm
  "examples_excerpted": []              // up to 3 short excerpts (≤ 25 words) that epitomise the voice
}

MODEL INSTRUCTIONS  
• Ignore topic specifics; capture only voice characteristics.  
• Focus on patterns—tone, cadence, vocabulary—not on preserving exact lines.  
• No formatting habits or layout guidance; those live in separate assets.  
• Return the JSON block only.

This Voice DNA is part of my full AI WriterOps system.