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Framework: Five-Layer Technology Stack of Intelligent Customer Service

VISUAL STRUCTURE

A pyramid/diagram with 5 horizontal layers stacked bottom-to-top, showing technology evolution:

ZONES

  • Title (top): "智能客服五层技术栈"
  • Subtitle: "每一层都踩在前一层的肩膀上"
  • 5 layers (bottom → top):

LAYER 5 (Top) — LLM + RAG + Agent

  • Timeline: "2022 → 至今"
  • Capability: "理解 / 准确 / 行动三维可用"
  • Icon hint: brain + search + gear
  • Color: vibrant teal #0e6655

LAYER 4 — 检索式问答 + 知识图谱

  • Timeline: "2020 → 2022"
  • Capability: "知识组织 > 模型训练"
  • Color: green #1e8449

LAYER 3 — 深度学习:意图分类 + 实体识别

  • Timeline: "2015 → 2020"
  • Capability: "BERT 准确率 85%→95%"
  • Color: blue #2e86c1

LAYER 2 — 规则引擎 + NLP浅层

  • Timeline: "2000s → 2015"
  • Capability: "人工规则 / 边际成本指数增长"
  • Color: orange #d35400

LAYER 1 (Bottom) — 关键词精确匹配

  • Timeline: "1960s → 1990s"
  • Capability: "if-else / 零智能但可控性100%"
  • Color: gray #7f8c8d

CONNECTIONS between layers:

  • Dashed arrows showing "死因" (reason for death) connecting each layer transition
  • Layer 1→2: "用户不想被当傻瓜"
  • Layer 2→3: "规则追不上问题变体"
  • Layer 3→4: "从主角降级为配角"
  • Layer 4→5: "知识组织是真正瓶颈"

SIDE NOTE (right side):

"不是替代关系 — 五层并存" "好的系统是五层叠在一起的"

COLORS

  • Background: clean white
  • Borders: subtle gray lines
  • Text: #2c3e50
  • Accent: #1a5276 for headers

STYLE

  • Architectural blueprint style
  • Clean geometric shapes
  • Professional, information-dense
  • Chinese text throughout
  • No decorative elements

Released under the MIT License.