Diana Skill 1: Intent Understanding

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  "cost": {
    "input_tokens": 124,
    "estimated_usd": 0.006807,
    "output_tokens": 429
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  "model": "claude-sonnet-4-20250514",
  "status": "success",
  "transport": "anthropic_api",
  "latency_ms": 10304,
  "response_text": "# Diana Skill 1: Intent Understanding\n\n## Core Function\n**diana_intent_understand** - Transforms natural language shopping requests into structured, personalized product queries\n\n## Key Differentiators from Traditional Search\n- **Personal Context Awareness**: Integrates health conditions, location, budget, and purchase history\n- **Compliance Pre-checking**: Considers import regulations and restrictions\n- **Cost Intelligence**: Pre-calculates landed costs including duties and shipping\n- **Archetype Matching**: Identifies similar products and user patterns\n\n## Input Structure\n```\n{\n  \"user_message\": \"raw natural language request\",\n  \"personal_context\": {\n    \"health_conditions\": [],\n    \"location\": \"country/region\",\n    \"budget\": {\n      \"base_amount\": float,\n      \"duty_tolerance\": float\n    },\n    \"purchase_history\": [],\n    \"preferences\": {}\n  }\n}\n```\n\n## Output Structure\n```\n{\n  \"structured_query\": {\n    \"product_category\": \"string\",\n    \"constraints\": {\n      \"health_compatible\": boolean,\n      \"import_compliant\": boolean,\n      \"budget_range\": {min: float, max: float}\n    },\n    \"preferences\": {\n      \"brand_affinity\": [],\n      \"feature_priorities\": []\n    },\n    \"compliance_requirements\": {\n      \"restricted_ingredients\": [],\n      \"required_certifications\": []\n    }\n  },\n  \"candidate_products\": [],\n  \"landed_cost_estimates\": {\n    \"by_origin_country\": {}\n  }\n}\n```\n\n## Required Integration\nMust call **scout_nearest_archetype** to identify similar users and products for enhanced recommendation accuracy.\n\nThis skill essentially creates a \"smart shopping brain\" that understands not just what you want, but what you can actually buy given your specific circumstances."
}