Session Trace

Input

{
  "query": "둥근 얼굴형에 어울리는 클래식한 선글라스 추천해 주세요."
}

Output

Command(graph='__parent__', update={'messages': [ToolMessage(content='Transferring to recommendation agent.', tool_call_id='8324a225-cd5a-4b42-835b-93b13700812b')]}, goto='recommendation_agent')

Input

{
  "product_spec": "",
  "occasion": "",
  "gender": "",
  "style": "Classic",
  "size_fit": "",
  "product_type": "sunglasses",
  "face_shape": "Round",
  "mood": "Classic"
}

Output

Command(update={'extracted_slots': {'product_type': 'sunglasses', 'face_shape': 'Round', 'mood': 'Classic', 'style': 'Classic'}, 'messages': [ToolMessage(content="READY: Proceed to search. Collected: {'product_type': 'sunglasses', 'face_shape': 'Round', 'mood': 'Classic', 'style': 'Classic'}", tool_call_id='dc7e4c86-d5cc-4bd6-98ae-3360551d7d66')]}, goto='model')

Input

{
  "gender_fit": {
    "exclude": [],
    "include": []
  },
  "frame_color": {
    "exclude": [],
    "include": []
  },
  "vector_content": "mood: Classic, style: Classic",
  "size_fit": {
    "exclude": [],
    "include": []
  },
  "shape_name": {
    "exclude": [],
    "include": [
      "Square"
    ]
  },
  "material_name": {
    "exclude": [],
    "include": []
  },
  "face_shape": {
    "exclude": [],
    "include": [
      "Round"
    ]
  },
  "seo_category": {
    "exclude": [],
    "include": [
      "sunglasses"
    ]
  }
}

Output

Command(update={'products': [{"name":"Heavenly B3","sku":"0NA26NCNH71F7","front_image_url":"https://gm-prd-resource.gentlemonster.com/catalog/product/bulk/743d118c-c5d8-4359-87aa-329cc5957715/11004937_FRONT.jpg","price":285.0,"seo_category":"sunglasses","shape_name":"Square","material_name":"Metal","lens_color_name":"Brown","frame_color_name":"Blue","product_size":"R","size_fit":"Narrow","face_shape":["Oval","Round","Oblong"],"style":["Minimal","Contemporary"],"occasion":["Daily","Work"],"mood":["Modern","Minimal","Sophisticated"],"gender_fit":["Unisex"],"similarity":0.77}, {"name":"La Sola 01","sku":"0P0M4JBG5F0KD","front_image_url":"https://gm-prd-resource.gentlemonster.com/catalog/product/bulk/46356cb3-1228-4352-b3d9-093592357f9a/11005013_FRONT.jpg","price":270.0,"seo_category":"sunglasses","shape_name":"Square","material_name":"Mixed","lens_color_name":"Black","frame_color_name":"Black","product_size":"R","size_fit":"Regular","face_shape":["Oval","Round","Oblong"],"style":["Minimal

Input

{
  "gender_fit": {
    "exclude": [],
    "include": []
  },
  "frame_color": {
    "exclude": [],
    "include": []
  },
  "vector_content": "mood: Classic, style: Classic Vintage",
  "size_fit": {
    "exclude": [],
    "include": []
  },
  "shape_name": {
    "exclude": [],
    "include": [
      "Square"
    ]
  },
  "material_name": {
    "exclude": [],
    "include": []
  },
  "face_shape": {
    "exclude": [],
    "include": [
      "Round"
    ]
  },
  "seo_category": {
    "exclude": [],
    "include": [
      "sunglasses"
    ]
  }
}

Output

Command(update={'products': [{"name":"Heavenly B3","sku":"0NA26NCNH71F7","front_image_url":"https://gm-prd-resource.gentlemonster.com/catalog/product/bulk/743d118c-c5d8-4359-87aa-329cc5957715/11004937_FRONT.jpg","price":285.0,"seo_category":"sunglasses","shape_name":"Square","material_name":"Metal","lens_color_name":"Brown","frame_color_name":"Blue","product_size":"R","size_fit":"Narrow","face_shape":["Oval","Round","Oblong"],"style":["Minimal","Contemporary"],"occasion":["Daily","Work"],"mood":["Modern","Minimal","Sophisticated"],"gender_fit":["Unisex"],"similarity":0.78}, {"name":"Gent BRC19","sku":"0P0M4JBDNF0M2","front_image_url":"https://gm-prd-resource.gentlemonster.com/catalog/product/bulk/498e5190-0852-4fa1-aa3d-d9fed2c090c4/11004971_FRONT.jpg","price":265.0,"seo_category":"sunglasses","shape_name":"Square","material_name":"Acetate","lens_color_name":"Brown","frame_color_name":"Brown","product_size":"R","size_fit":"Regular","face_shape":["Oval","Round","Oblong"],"style":["Minim

Input

{
  "reasoning": "Selected La Sola 01 for its timeless black square silhouette which provides the essential structural contrast needed for a round face shape. Selected Gent BRC19 as a warm acetate alternative that maintains the classic aesthetic through its brown colorway while offering the same face-defining square shape. Rejected Heavenly B3 and Brutal MSV1 as their color/materiality leans more modern than the requested classic mood.",
  "selected_skus": "0P0M4JBG5F0KD,0P0M4JBDNF0M2"
}

Output

Command(update={'product_cards': {'card_type': 'action', 'products': [{'name': 'Gent BRC19', 'sku': '0P0M4JBDNF0M2', 'image_url': 'https://gm-prd-resource.gentlemonster.com/catalog/product/bulk/498e5190-0852-4fa1-aa3d-d9fed2c090c4/11004971_FRONT.jpg'}]}, 'messages': [ToolMessage(content='Selected 1 product(s) for recommendation: 0P0M4JBDNF0M2', tool_call_id='32180d4c-70f8-477f-8443-f7937fe72a50')]}, goto='model')

Input

{
  "reasoning": "Selected Gent BRC19 for its classic square acetate frame that adds structural definition to a round face shape. Selected Vety T8 as a tortoise-colored square option which provides a sophisticated vintage feel while maintaining the necessary angularity for facial balance. Rejected Brutal MSV1 and Heavenly B3 as they lean more towards a modern, tech-focused aesthetic than a purely classic one.",
  "selected_skus": "0P0M4JBDNF0M2,0NA26NC8X719Q"
}

Output

Command(update={'product_cards': {'card_type': 'action', 'products': [{'name': 'Gent BRC19', 'sku': '0P0M4JBDNF0M2', 'image_url': 'https://gm-prd-resource.gentlemonster.com/catalog/product/bulk/498e5190-0852-4fa1-aa3d-d9fed2c090c4/11004971_FRONT.jpg'}, {'name': 'Vety T8', 'sku': '0NA26NC8X719Q', 'image_url': 'https://gm-prd-resource.gentlemonster.com/catalog/product/bulk/dfee63e1-0eb2-4fe9-b93d-b9cd2ee205e8/11004894_FRONT.jpg'}]}, 'messages': [ToolMessage(content='Selected 2 product(s) for recommendation: 0P0M4JBDNF0M2, 0NA26NC8X719Q', tool_call_id='1d6d7116-fb9b-4c11-bb4f-ad744960d158')]}, goto='model')