fix(growth): MEDIUM-12 ProfileUpdater 补齐 5 维度画像更新

根因: ProfileUpdater 只处理 industry 和 communication_style 2/5 维度，
跳过 recent_topic、pain_point、preferred_tool。

修复:
- ProfileFieldUpdate 添加 kind 字段 (SetField | AppendArray)
- collect_updates() 现在处理全部 5 个维度:
  - industry, communication_style → SetField (直接覆盖)
  - recent_topic, pain_point, preferred_tool → AppendArray (追加去重)
- growth.rs 根据 ProfileUpdateKind 分派到不同的 UserProfileStore 方法:
  - SetField → update_field()
  - AppendArray → add_recent_topic() / add_pain_point() / add_preferred_tool()
- ProfileUpdateKind re-exported from lib.rs

测试: test_collect_updates_all_five_dimensions 验证 5 个维度 + 2 种更新类型

crates/zclaw-growth/src/lib.rs

@@ -133,7 +133,7 @@ pub use retrieval::{EmbeddingClient, MemoryCache, QueryAnalyzer, SemanticScorer}
 pub use summarizer::SummaryLlmDriver;
 pub use experience_extractor::ExperienceExtractor;
 pub use json_utils::{extract_json_block, extract_string_array};
-pub use profile_updater::{ProfileFieldUpdate, UserProfileUpdater};
+pub use profile_updater::{ProfileFieldUpdate, ProfileUpdateKind, UserProfileUpdater};
 pub use pattern_aggregator::{AggregatedPattern, PatternAggregator};
 pub use skill_generator::{SkillCandidate, SkillGenerator};
 pub use quality_gate::{QualityGate, QualityReport};

crates/zclaw-growth/src/profile_updater.rs

@@ -4,11 +4,21 @@
 
 use crate::types::CombinedExtraction;
 
+/// 更新类型：字段覆盖 vs 数组追加
+#[derive(Debug, Clone, PartialEq)]
+pub enum ProfileUpdateKind {
+    /// 直接覆盖字段值（industry, communication_style）
+    SetField,
+    /// 追加到 JSON 数组字段（recent_topic, pain_point, preferred_tool）
+    AppendArray,
+}
+
 /// 待更新的画像字段
 #[derive(Debug, Clone, PartialEq)]
 pub struct ProfileFieldUpdate {
     pub field: String,
     pub value: String,
+    pub kind: ProfileUpdateKind,
 }
 
 /// 用户画像更新器
@@ -22,11 +32,7 @@ impl UserProfileUpdater {
     }
 
     /// 从提取结果中收集需要更新的画像字段
-    /// 返回 (field, value) 列表，由调用方负责实际的异步写入
-    ///
-    /// 注意：只收集 UserProfileStore::update_field() 支持的字段。
-    /// ProfileSignals 中的 recent_topic / pain_point / preferred_tool
-    /// 需要 update_field 扩展后才能写入，当前跳过。
+    /// 返回 (field, value, kind) 列表，由调用方根据 kind 选择写入方式
     pub fn collect_updates(
         &self,
         extraction: &CombinedExtraction,
@@ -38,6 +44,7 @@ impl UserProfileUpdater {
             updates.push(ProfileFieldUpdate {
                 field: "industry".to_string(),
                 value: industry.clone(),
+                kind: ProfileUpdateKind::SetField,
             });
         }
 
@@ -45,6 +52,31 @@ impl UserProfileUpdater {
             updates.push(ProfileFieldUpdate {
                 field: "communication_style".to_string(),
                 value: style.clone(),
+                kind: ProfileUpdateKind::SetField,
+            });
+        }
+
+        if let Some(ref topic) = signals.recent_topic {
+            updates.push(ProfileFieldUpdate {
+                field: "recent_topic".to_string(),
+                value: topic.clone(),
+                kind: ProfileUpdateKind::AppendArray,
+            });
+        }
+
+        if let Some(ref pain) = signals.pain_point {
+            updates.push(ProfileFieldUpdate {
+                field: "pain_point".to_string(),
+                value: pain.clone(),
+                kind: ProfileUpdateKind::AppendArray,
+            });
+        }
+
+        if let Some(ref tool) = signals.preferred_tool {
+            updates.push(ProfileFieldUpdate {
+                field: "preferred_tool".to_string(),
+                value: tool.clone(),
+                kind: ProfileUpdateKind::AppendArray,
             });
         }
 
@@ -73,6 +105,7 @@ mod tests {
         assert_eq!(updates.len(), 1);
         assert_eq!(updates[0].field, "industry");
         assert_eq!(updates[0].value, "healthcare");
+        assert_eq!(updates[0].kind, ProfileUpdateKind::SetField);
     }
 
     #[test]
@@ -94,4 +127,31 @@ mod tests {
 
         assert_eq!(updates.len(), 2);
     }
+
+    #[test]
+    fn test_collect_updates_all_five_dimensions() {
+        let mut extraction = CombinedExtraction::default();
+        extraction.profile_signals.industry = Some("healthcare".to_string());
+        extraction.profile_signals.communication_style = Some("concise".to_string());
+        extraction.profile_signals.recent_topic = Some("报表自动化".to_string());
+        extraction.profile_signals.pain_point = Some("手动汇总太慢".to_string());
+        extraction.profile_signals.preferred_tool = Some("researcher".to_string());
+
+        let updater = UserProfileUpdater::new();
+        let updates = updater.collect_updates(&extraction);
+
+        assert_eq!(updates.len(), 5);
+        let set_fields: Vec<_> = updates
+            .iter()
+            .filter(|u| u.kind == ProfileUpdateKind::SetField)
+            .map(|u| u.field.as_str())
+            .collect();
+        let append_fields: Vec<_> = updates
+            .iter()
+            .filter(|u| u.kind == ProfileUpdateKind::AppendArray)
+            .map(|u| u.field.as_str())
+            .collect();
+        assert_eq!(set_fields, vec!["industry", "communication_style"]);
+        assert_eq!(append_fields, vec!["recent_topic", "pain_point", "preferred_tool"]);
+    }
 }

crates/zclaw-runtime/src/growth.rs

@@ -325,10 +325,40 @@ impl GrowthIntegration {
             let updates = self.profile_updater.collect_updates(&combined);
             let user_id = agent_id.to_string();
             for update in updates {
-                if let Err(e) = profile_store
+                let result = match update.kind {
+                    zclaw_growth::ProfileUpdateKind::SetField => {
+                        profile_store
                             .update_field(&user_id, &update.field, &update.value)
                             .await
-                {
+                    }
+                    zclaw_growth::ProfileUpdateKind::AppendArray => {
+                        match update.field.as_str() {
+                            "recent_topic" => {
+                                profile_store
+                                    .add_recent_topic(&user_id, &update.value, 10)
+                                    .await
+                            }
+                            "pain_point" => {
+                                profile_store
+                                    .add_pain_point(&user_id, &update.value, 10)
+                                    .await
+                            }
+                            "preferred_tool" => {
+                                profile_store
+                                    .add_preferred_tool(&user_id, &update.value, 10)
+                                    .await
+                            }
+                            _ => {
+                                tracing::warn!(
+                                    "[GrowthIntegration] Unknown array field: {}",
+                                    update.field
+                                );
+                                Ok(())
+                            }
+                        }
+                    }
+                };
+                if let Err(e) = result {
                     tracing::warn!(
                         "[GrowthIntegration] Profile update failed for {}: {}",
                         update.field,