feat(pipelines): add 10 industry-specific pipeline templates

Education (3): research-to-quiz, student-analysis, lesson-plan Healthcare (3): policy-compliance, meeting-minutes, data-report Design Shantou (4): trend-to-design, competitor-research, client-communication, supply-chain-collect
2026-04-01 23:43:45 +08:00
parent 17a2501808
commit c6bd4aea27
10 changed files with 2318 additions and 0 deletions
--- a/pipelines/education/lesson-plan.yaml
+++ b/pipelines/education/lesson-plan.yaml
@@ -0,0 +1,267 @@
+# ZCLAW Pipeline - 教案自动生成
+# 输入课题和教学要求，自动生成完整教案（含教学目标、重难点、教学过程、板书设计）
+
+apiVersion: zclaw/v1
+kind: Pipeline
+metadata:
+  name: lesson-plan-generator
+  displayName: 教案自动生成
+  category: education
+  industry: education
+  description: 输入课题和教学要求，自动生成含教学目标、重难点、教学过程、板书设计的完整教案
+  tags:
+    - 教育
+    - 教案
+    - 备课
+    - 教学设计
+  icon: 📋
+  author: ZCLAW
+  version: 1.0.0
+
+spec:
+  inputs:
+    - name: topic
+      type: string
+      required: true
+      label: 课题名称
+      placeholder: 例如：光合作用的原理
+      validation:
+        min_length: 2
+        max_length: 100
+
+    - name: subject
+      type: select
+      required: false
+      label: 学科
+      default: 科学
+      options:
+        - 语文
+        - 数学
+        - 英语
+        - 物理
+        - 化学
+        - 生物
+        - 历史
+        - 地理
+        - 科学
+        - 信息科技
+
+    - name: grade_level
+      type: select
+      required: false
+      label: 年级
+      default: 初二
+      options:
+        - 小学三年级
+        - 小学四年级
+        - 小学五年级
+        - 小学六年级
+        - 初一
+        - 初二
+        - 初三
+        - 高一
+        - 高二
+        - 高三
+
+    - name: duration
+      type: select
+      required: false
+      label: 课时
+      default: 1课时(45分钟)
+      options:
+        - 1课时(45分钟)
+        - 2课时(90分钟)
+        - 半天(3课时)
+        - 全天(6课时)
+
+    - name: teaching_style
+      type: multi-select
+      required: false
+      label: 教学方法
+      default:
+        - 讲授法
+        - 讨论法
+      options:
+        - 讲授法
+        - 讨论法
+        - 实验法
+        - PBL项目式
+        - 翻转课堂
+        - 合作学习
+
+  steps:
+    # Step 1: 生成教学目标和重难点
+    - id: objectives_and_focus
+      description: 分析课题生成教学目标与重难点
+      action:
+        type: llm_generate
+        template: |
+          请为以下课题设计教学目标和重难点：
+
+          课题: {{topic}}
+          学科: {{subject}}
+          年级: {{grade_level}}
+
+          请生成 JSON 格式：
+          {
+            "knowledge_objectives": ["知识目标1", "知识目标2"],
+            "ability_objectives": ["能力目标1", "能力目标2"],
+            "emotion_objectives": ["情感目标1"],
+            "key_points": ["教学重点1", "教学重点2"],
+            "difficult_points": ["教学难点1", "教学难点2"],
+            "key_difficult_solutions": ["突破策略1", "突破策略2"]
+          }
+        input:
+          topic: ${inputs.topic}
+          subject: ${inputs.subject}
+          grade_level: ${inputs.grade_level}
+        json_mode: true
+        temperature: 0.5
+        max_tokens: 1500
+
+    # Step 2: 生成教学过程
+    - id: teaching_process
+      description: 设计完整教学过程
+      action:
+        type: llm_generate
+        template: |
+          基于以下教学目标，设计完整教学过程：
+
+          课题: ${inputs.topic}
+          学科: ${inputs.subject}
+          年级: ${inputs.grade_level}
+          课时: {{duration}}
+          教学方法: {{teaching_style}}
+          教学目标: ${steps.objectives_and_focus.output}
+
+          请生成 JSON 格式教学过程：
+          {
+            "phases": [
+              {
+                "name": "导入",
+                "duration_mins": 5,
+                "activities": ["活动描述"],
+                "teacher_actions": ["教师活动"],
+                "student_actions": ["学生活动"],
+                "purpose": "设计意图"
+              },
+              {
+                "name": "新课讲授",
+                "duration_mins": 20,
+                "activities": [],
+                "teacher_actions": [],
+                "student_actions": [],
+                "purpose": ""
+              },
+              {
+                "name": "巩固练习",
+                "duration_mins": 10,
+                "activities": [],
+                "teacher_actions": [],
+                "student_actions": [],
+                "purpose": ""
+              },
+              {
+                "name": "课堂小结",
+                "duration_mins": 5,
+                "activities": [],
+                "teacher_actions": [],
+                "student_actions": [],
+                "purpose": ""
+              },
+              {
+                "name": "布置作业",
+                "duration_mins": 5,
+                "activities": [],
+                "teacher_actions": [],
+                "student_actions": [],
+                "purpose": ""
+              }
+            ]
+          }
+        input:
+          topic: ${inputs.topic}
+          subject: ${inputs.subject}
+          grade_level: ${inputs.grade_level}
+          duration: ${inputs.duration}
+          teaching_style: ${inputs.teaching_style}
+          objectives: ${steps.objectives_and_focus.output}
+        json_mode: true
+        temperature: 0.7
+        max_tokens: 4000
+
+    # Step 3: 生成板书设计和作业
+    - id: board_and_homework
+      description: 设计板书方案和分层作业
+      action:
+        type: llm_generate
+        template: |
+          为以下课程设计板书和作业：
+
+          课题: ${inputs.topic}
+          教学目标: ${steps.objectives_and_focus.output}
+          教学过程: ${steps.teaching_process.output}
+
+          请生成 JSON 格式：
+          {
+            "board_design": {
+              "layout": "板书结构描述",
+              "main_content": "主板书内容",
+              "supplementary": "副板书内容",
+              "key_formulas_or_diagrams": ["公式或图示1"]
+            },
+            "homework": {
+              "basic": ["基础作业1", "基础作业2"],
+              "intermediate": ["提高作业1"],
+              "advanced": ["拓展作业1"],
+              "estimated_time_mins": 30
+            }
+          }
+        input:
+          topic: ${inputs.topic}
+          objectives: ${steps.objectives_and_focus.output}
+          process: ${steps.teaching_process.output}
+        json_mode: true
+        temperature: 0.6
+        max_tokens: 2000
+
+    # Step 4: 生成教学反思预设
+    - id: reflection_prompts
+      description: 生成教学反思提示
+      action:
+        type: llm_generate
+        template: |
+          为以下课程生成教学反思提示问题：
+
+          课题: ${inputs.topic}
+          教学重点: ${steps.objectives_and_focus.output.key_points}
+          教学难点: ${steps.objectives_and_focus.output.difficult_points}
+
+          请生成 JSON 格式：
+          {
+            "reflection_questions": [
+              "教学目标是否达成？如何判断？",
+              "学生对难点的理解情况如何？",
+              "哪个教学环节效果最好？为什么？",
+              "下次可以改进的地方？"
+            ],
+            "assessment_checklist": [
+              {"item": "检查项", "method": "检查方法"}
+            ]
+          }
+        input:
+          topic: ${inputs.topic}
+          key_points: ${steps.objectives_and_focus.output.key_points}
+          difficult_points: ${steps.objectives_and_focus.output.difficult_points}
+        json_mode: true
+        temperature: 0.5
+        max_tokens: 1000
+
+  outputs:
+    objectives: ${steps.objectives_and_focus.output}
+    teaching_process: ${steps.teaching_process.output}
+    board_and_homework: ${steps.board_and_homework.output}
+    reflection: ${steps.reflection_prompts.output}
+
+  on_error: stop
+  timeout_secs: 240
--- a/pipelines/education/research-to-quiz.yaml
+++ b/pipelines/education/research-to-quiz.yaml
@@ -0,0 +1,268 @@
+# ZCLAW Pipeline - 教研到测验一站式生成
+# 输入教研主题，自动完成：文献调研 → 课件大纲 → 互动场景 → 课后测验
+
+apiVersion: zclaw/v1
+kind: Pipeline
+metadata:
+  name: research-to-quiz
+  displayName: 教研→课件→测验
+  category: education
+  industry: education
+  description: 输入教研主题，自动生成文献摘要、课件大纲、互动场景和测验题目
+  tags:
+    - 教育
+    - 教研
+    - 课件生成
+    - 测验
+  icon: 🎓
+  author: ZCLAW
+  version: 1.0.0
+
+spec:
+  inputs:
+    - name: topic
+      type: string
+      required: true
+      label: 教研主题
+      placeholder: 例如：PBL 项目式学习在初中科学课中的应用
+      validation:
+        min_length: 4
+        max_length: 200
+
+    - name: subject
+      type: select
+      required: false
+      label: 学科
+      default: 综合
+      options:
+        - 语文
+        - 数学
+        - 英语
+        - 物理
+        - 化学
+        - 生物
+        - 历史
+        - 地理
+        - 科学
+        - 信息科技
+        - 综合
+
+    - name: grade_level
+      type: select
+      required: false
+      label: 学段
+      default: 初中
+      options:
+        - 小学低段(1-3)
+        - 小学高段(4-6)
+        - 初中
+        - 高中
+        - 大学
+        - 成人教育
+
+    - name: scene_count
+      type: number
+      required: false
+      label: 互动场景数
+      default: 4
+      validation:
+        min: 2
+        max: 10
+
+    - name: quiz_count
+      type: number
+      required: false
+      label: 测验题数
+      default: 5
+      validation:
+        min: 3
+        max: 20
+
+  steps:
+    # Step 1: 文献调研摘要
+    - id: literature_review
+      description: 针对教研主题生成文献综述和关键发现
+      action:
+        type: llm_generate
+        template: |
+          你是一位资深教育研究员。请针对以下教研主题生成文献综述：
+
+          主题: {{topic}}
+          学科: {{subject}}
+          学段: {{grade_level}}
+
+          请生成 JSON 格式的文献综述：
+          {
+            "title": "综述标题",
+            "summary": "200字以内概述",
+            "key_findings": [
+              {"finding": "核心发现", "source_type": "期刊/报告/政策", "implication": "实践启示"}
+            ],
+            "trends": ["趋势1", "趋势2", "趋势3"],
+            "gaps": ["研究空白1", "研究空白2"]
+          }
+        input:
+          topic: ${inputs.topic}
+          subject: ${inputs.subject}
+          grade_level: ${inputs.grade_level}
+        json_mode: true
+        temperature: 0.6
+        max_tokens: 2500
+
+    # Step 2: 生成课件大纲
+    - id: generate_outline
+      description: 基于文献综述生成课件大纲
+      action:
+        type: llm_generate
+        template: |
+          基于以下文献综述，设计一节完整的课件大纲：
+
+          教研主题: ${inputs.topic}
+          学科: ${inputs.subject}
+          学段: ${inputs.grade_level}
+
+          文献综述关键发现:
+          ${steps.literature_review.output.key_findings}
+
+          请生成 JSON 格式的课件大纲：
+          {
+            "title": "课件标题",
+            "objectives": ["教学目标1", "教学目标2", "教学目标3"],
+            "sections": [
+              {
+                "title": "章节标题",
+                "duration_mins": 10,
+                "type": "导入|讲解|互动|练习|总结",
+                "key_points": ["要点1", "要点2"]
+              }
+            ],
+            "materials": ["教学材料1", "教学材料2"]
+          }
+        input:
+          topic: ${inputs.topic}
+          subject: ${inputs.subject}
+          grade_level: ${inputs.grade_level}
+          findings: ${steps.literature_review.output.key_findings}
+        json_mode: true
+        temperature: 0.7
+        max_tokens: 2000
+
+    # Step 3: 并行生成互动场景
+    - id: generate_scenes
+      description: 为课件各章节生成互动教学场景
+      action:
+        type: parallel
+        each: ${steps.generate_outline.output.sections}
+        max_workers: 4
+        step:
+          id: scene_item
+          action:
+            type: llm_generate
+            template: |
+              为以下课件章节设计互动教学场景：
+
+              主题: ${inputs.topic}
+              章节: {{item.title}}
+              类型: {{item.type}}
+              要点: {{item.key_points}}
+              学段: ${inputs.grade_level}
+
+              请生成 JSON 格式的互动场景：
+              {
+                "section_title": "{{item.title}}",
+                "scene_type": "讨论|实验|角色扮演|小组竞赛|案例分析",
+                "description": "场景描述",
+                "teacher_guide": "教师引导语",
+                "student_prompt": "学生任务提示",
+                "duration_mins": 5,
+                "materials_needed": ["材料1"],
+                "assessment": "评价方式"
+              }
+            input:
+              item: ${item}
+            json_mode: true
+            temperature: 0.8
+            max_tokens: 1000
+
+    # Step 4: 生成测验题目
+    - id: generate_quiz
+      description: 根据课件内容生成测验
+      action:
+        type: llm_generate
+        template: |
+          基于以下课件内容生成测验题：
+
+          教研主题: ${inputs.topic}
+          教学目标: ${steps.generate_outline.output.objectives}
+          场景数: ${steps.generate_scenes.output | length}
+          题目数量: {{quiz_count}}
+          学段: ${inputs.grade_level}
+
+          请生成 JSON 格式测验：
+          {
+            "quiz_title": "测验标题",
+            "questions": [
+              {
+                "type": "single_choice|multi_choice|true_false|short_answer",
+                "question": "题目内容",
+                "options": ["A", "B", "C", "D"],
+                "correct": "A",
+                "explanation": "解析",
+                "difficulty": "基础|提高|挑战",
+                "related_objective": "对应教学目标"
+              }
+            ]
+          }
+        input:
+          topic: ${inputs.topic}
+          objectives: ${steps.generate_outline.output.objectives}
+          scene_count: ${steps.generate_scenes.output | length}
+          quiz_count: ${inputs.quiz_count}
+          grade_level: ${inputs.grade_level}
+        json_mode: true
+        temperature: 0.5
+        max_tokens: 3000
+
+    # Step 5: 组装完整输出
+    - id: assemble_output
+      description: 组装教研→课件→测验完整包
+      action:
+        type: llm_generate
+        template: |
+          请将以下内容整合为一份完整的教学方案摘要：
+
+          文献综述: ${steps.literature_review.output.summary}
+          课件大纲: ${steps.generate_outline.output.title}
+          互动场景数: ${steps.generate_scenes.output | length}
+          测验题数: ${inputs.quiz_count}
+
+          生成 JSON 格式摘要：
+          {
+            "title": "方案标题",
+            "literature_summary": "文献综述摘要",
+            "course_outline": "课件大纲摘要",
+            "total_interactive_scenes": 0,
+            "total_quiz_questions": 0,
+            "estimated_duration_mins": 0,
+            "preview_text": "300字方案预览"
+          }
+        input:
+          literature: ${steps.literature_review.output}
+          outline: ${steps.generate_outline.output}
+          scenes: ${steps.generate_scenes.output}
+          quiz: ${steps.generate_quiz.output}
+          quiz_count: ${inputs.quiz_count}
+        json_mode: true
+        temperature: 0.5
+        max_tokens: 1500
+
+  outputs:
+    literature: ${steps.literature_review.output}
+    outline: ${steps.generate_outline.output}
+    scenes: ${steps.generate_scenes.output}
+    quiz: ${steps.generate_quiz.output}
+    summary: ${steps.assemble_output.output}
+
+  on_error: stop
+  timeout_secs: 300
+  max_workers: 4
--- a/pipelines/education/student-analysis.yaml
+++ b/pipelines/education/student-analysis.yaml
@@ -0,0 +1,222 @@
+# ZCLAW Pipeline - 学情分析报告
+# 输入班级学生成绩/表现数据，自动生成学情分析报告和分层教学建议
+
+apiVersion: zclaw/v1
+kind: Pipeline
+metadata:
+  name: student-analysis
+  displayName: 学情分析报告
+  category: education
+  industry: education
+  description: 输入学生成绩或表现数据，自动分析学情并生成分层教学建议
+  tags:
+    - 教育
+    - 学情分析
+    - 分层教学
+    - 数据分析
+  icon: 📊
+  author: ZCLAW
+  version: 1.0.0
+
+spec:
+  inputs:
+    - name: student_data
+      type: text
+      required: true
+      label: 学生数据
+      placeholder: |
+        粘贴成绩表或表现描述，支持格式：
+        姓名,分数 或 姓名,等级,A/B/C 或自由文本描述
+
+    - name: subject
+      type: string
+      required: false
+      label: 科目
+      default: 综合
+      placeholder: 例如：数学
+
+    - name: analysis_focus
+      type: multi-select
+      required: false
+      label: 分析维度
+      default:
+        - score_distribution
+        - weak_points
+        - group_recommendation
+      options:
+        - score_distribution
+        - weak_points
+        - group_recommendation
+        - improvement_plan
+        - parent_communication
+
+    - name: class_name
+      type: string
+      required: false
+      label: 班级名称
+      placeholder: 例如：初一(3)班
+
+  steps:
+    # Step 1: 数据解析与统计
+    - id: parse_data
+      description: 解析输入数据并生成基础统计
+      action:
+        type: llm_generate
+        template: |
+          请解析以下学生数据并生成基础统计：
+
+          科目: {{subject}}
+          班级: {{class_name}}
+
+          学生数据:
+          ```
+          {{student_data}}
+          ```
+
+          请生成 JSON 格式统计：
+          {
+            "total_students": 0,
+            "score_distribution": {
+              "excellent": {"count": 0, "range": "90-100", "percentage": 0},
+              "good": {"count": 0, "range": "80-89", "percentage": 0},
+              "average": {"count": 0, "range": "60-79", "percentage": 0},
+              "below_average": {"count": 0, "range": "<60", "percentage": 0}
+            },
+            "class_average": 0,
+            "median_score": 0,
+            "std_deviation": "高/中/低"
+          }
+        input:
+          student_data: ${inputs.student_data}
+          subject: ${inputs.subject}
+          class_name: ${inputs.class_name}
+        json_mode: true
+        temperature: 0.3
+        max_tokens: 2000
+
+    # Step 2: 薄弱环节识别
+    - id: identify_weakness
+      description: 识别学生群体的薄弱知识点
+      action:
+        type: llm_generate
+        template: |
+          基于以下学情统计，识别薄弱环节：
+
+          科目: ${inputs.subject}
+          统计数据: ${steps.parse_data.output}
+
+          学生数据:
+          ```
+          ${inputs.student_data}
+          ```
+
+          请生成 JSON 格式分析：
+          {
+            "weak_areas": [
+              {
+                "area": "薄弱知识点",
+                "affected_group": "受影响群体",
+                "severity": "高/中/低",
+                "possible_cause": "可能原因"
+              }
+            ],
+            "strong_areas": ["优势领域1", "优势领域2"],
+            "polarization": "是否存在两极分化，程度如何"
+          }
+        input:
+          subject: ${inputs.subject}
+          stats: ${steps.parse_data.output}
+          student_data: ${inputs.student_data}
+        json_mode: true
+        temperature: 0.4
+        max_tokens: 2000
+
+    # Step 3: 分层教学建议
+    - id: group_recommendation
+      description: 生成分层教学建议
+      action:
+        type: llm_generate
+        template: |
+          基于以下学情分析，生成分层教学建议：
+
+          科目: ${inputs.subject}
+          统计数据: ${steps.parse_data.output}
+          薄弱环节: ${steps.identify_weakness.output}
+
+          请生成 JSON 格式建议：
+          {
+            "groups": [
+              {
+                "name": "培优组",
+                "criteria": "选拔标准",
+                "size": "建议人数",
+                "teaching_focus": "教学重点",
+                "activities": ["建议活动1", "建议活动2"],
+                "resources": ["推荐资源1"]
+              },
+              {
+                "name": "提高组",
+                "criteria": "选拔标准",
+                "size": "建议人数",
+                "teaching_focus": "教学重点",
+                "activities": ["建议活动1"],
+                "resources": ["推荐资源1"]
+              },
+              {
+                "name": "基础组",
+                "criteria": "选拔标准",
+                "size": "建议人数",
+                "teaching_focus": "教学重点",
+                "activities": ["建议活动1"],
+                "resources": ["推荐资源1"]
+              }
+            ],
+            "shared_activities": ["全班共同活动1"],
+            "timeline": "建议实施周期"
+          }
+        input:
+          subject: ${inputs.subject}
+          stats: ${steps.parse_data.output}
+          weakness: ${steps.identify_weakness.output}
+        json_mode: true
+        temperature: 0.6
+        max_tokens: 2500
+
+    # Step 4: 生成报告
+    - id: generate_report
+      description: 生成完整学情分析报告
+      action:
+        type: llm_generate
+        template: |
+          基于以上分析，生成一份完整的学情分析报告摘要。
+
+          班级: ${inputs.class_name}
+          科目: ${inputs.subject}
+
+          请生成 JSON 格式报告：
+          {
+            "title": "学情分析报告标题",
+            "executive_summary": "200字摘要",
+            "data_overview": "数据概览描述",
+            "key_findings": ["发现1", "发现2", "发现3"],
+            "recommendations": ["建议1", "建议2", "建议3"],
+            "preview_text": "300字报告预览"
+          }
+        input:
+          class_name: ${inputs.class_name}
+          subject: ${inputs.subject}
+          stats: ${steps.parse_data.output}
+          weakness: ${steps.identify_weakness.output}
+          groups: ${steps.group_recommendation.output}
+        json_mode: true
+        temperature: 0.5
+        max_tokens: 2000
+
+  outputs:
+    statistics: ${steps.parse_data.output}
+    weakness_analysis: ${steps.identify_weakness.output}
+    group_recommendation: ${steps.group_recommendation.output}
+    report: ${steps.generate_report.output}
+
+  on_error: stop
+  timeout_secs: 240