diff --git a/crates/erp-ai/src/module.rs b/crates/erp-ai/src/module.rs
index f129514..c598aab 100644
--- a/crates/erp-ai/src/module.rs
+++ b/crates/erp-ai/src/module.rs
@@ -129,6 +129,21 @@ impl ErpModule for AiModule {
                             "收到 AI 分析请求事件（化验单上传触发，待 Prompt 模板就绪后实现自动分析）"
                         );
                     }
+                    // H4: 透析记录→KDIGO 自动风险评估
+                    Some(event) if event.event_type == "ai.dialysis.kdigo_requested" => {
+                        let patient_id = event.payload.get("patient_id")
+                            .and_then(|v| v.as_str())
+                            .and_then(|s| uuid::Uuid::parse_str(s).ok());
+                        let record_id = event.payload.get("dialysis_record_id")
+                            .and_then(|v| v.as_str());
+
+                        tracing::info!(
+                            patient_id = ?patient_id,
+                            record_id = ?record_id,
+                            tenant_id = %event.tenant_id,
+                            "透析→KDIGO 自动评估触发（待 eGFR 数据源接入后完成完整串联）"
+                        );
+                    }
                     Some(event) => {
                         tracing::debug!(
                             event_type = %event.event_type,
diff --git a/crates/erp-ai/src/service/analysis.rs b/crates/erp-ai/src/service/analysis.rs
index 3a3f5ec..bbfebdd 100644
--- a/crates/erp-ai/src/service/analysis.rs
+++ b/crates/erp-ai/src/service/analysis.rs
@@ -52,6 +52,17 @@ impl AnalysisService {
         let input_hash = self.compute_hash(&sanitized_data);
         let provider_name = self.provider.name().to_string();
 
+        // 0. 缓存命中检查（相同输入 + prompt 版本 → 复用已有结果）
+        if let Some(cached) = self.find_cached(tenant_id, &input_hash, 1).await? {
+            tracing::info!(analysis = %cached.id, "AI 分析缓存命中，复用已有结果");
+            let content = cached.result_content.clone().unwrap_or_default();
+            let metadata = cached.result_metadata.clone().unwrap_or(serde_json::json!({}));
+            let stream = self.replay_cached(content, metadata);
+            return Ok((stream, cached.id, provider_name));
+        }
+
+        tracing::info!(analysis = %analysis_id, tenant = %tenant_id, r#type = %analysis_type.as_str(), "发起 AI 分析");
+
         // 1. 渲染 Prompt
         let user_prompt = self.renderer.render(&user_template, &sanitized_data)?;
 
@@ -82,6 +93,22 @@ impl AnalysisService {
         Ok((stream, analysis_id, provider_name))
     }
 
+    /// 将缓存结果构造为一次性 Stream（模拟 SSE 单条返回）
+    fn replay_cached(
+        &self,
+        content: String,
+        metadata: serde_json::Value,
+    ) -> Pin<Box<dyn Stream<Item = AiResult<String>> + Send>> {
+        use futures::stream;
+        let payload = serde_json::json!({
+            "content": content,
+            "metadata": metadata,
+            "cached": true,
+        });
+        let chunk = serde_json::to_string(&payload).unwrap_or_default();
+        Box::pin(stream::once(async move { Ok(chunk) }))
+    }
+
     /// 更新分析记录为完成
     pub async fn complete_analysis(
         &self,
diff --git a/crates/erp-health/src/event.rs b/crates/erp-health/src/event.rs
index f0dd1df..4fd6f87 100644
--- a/crates/erp-health/src/event.rs
+++ b/crates/erp-health/src/event.rs
@@ -508,8 +508,23 @@ pub fn register_handlers_with_state(state: crate::state::HealthState) {
                     tracing::info!(
                         record_id = ?record_id,
                         patient_id = ?patient_id,
-                        "透析记录已创建"
+                        "透析记录已创建，触发 KDIGO 自动评估"
                     );
+
+                    // H4: 透析→KDIGO 自动串联 — 发布事件让 AI 模块执行风险评估
+                    if let (Some(pid), Some(rid)) = (patient_id, record_id) {
+                        let kdigo_event = erp_core::events::DomainEvent::new(
+                            "ai.dialysis.kdigo_requested",
+                            event.tenant_id,
+                            erp_core::events::build_event_payload(serde_json::json!({
+                                "patient_id": pid,
+                                "dialysis_record_id": rid,
+                                "source": "dialysis_notifier",
+                            })),
+                        );
+                        ai_bus.publish(kdigo_event, &ai_db).await;
+                    }
+
                     let _ = erp_core::events::mark_event_processed(&ai_db, event.id, "dialysis_notifier").await;
                 }
                 Some(_) => {}
diff --git a/crates/erp-health/src/service/ble_gateway_service.rs b/crates/erp-health/src/service/ble_gateway_service.rs
index 6df50bf..3677576 100644
--- a/crates/erp-health/src/service/ble_gateway_service.rs
+++ b/crates/erp-health/src/service/ble_gateway_service.rs
@@ -92,6 +92,7 @@ pub async fn create_gateway(
     operator_id: Option<Uuid>,
     req: CreateBleGatewayReq,
 ) -> HealthResult<BleGatewayResp> {
+    tracing::info!(tenant = %tenant_id, gateway_id = %req.gateway_id, "创建 BLE 网关");
     // 检查 gateway_id 唯一性
     let existing = ble_gateway::Entity::find()
         .filter(ble_gateway::Column::GatewayId.eq(&req.gateway_id))
@@ -162,6 +163,7 @@ pub async fn update_gateway(
     operator_id: Option<Uuid>,
     req: UpdateBleGatewayWithVersion,
 ) -> HealthResult<BleGatewayResp> {
+    tracing::info!(tenant = %tenant_id, gateway = %gateway_db_id, "更新 BLE 网关");
     let existing = find_gateway(state, tenant_id, gateway_db_id).await?;
     let next_ver = check_version(req.version, existing.version)
         .map_err(|_| HealthError::VersionMismatch)?;
@@ -246,6 +248,7 @@ pub async fn heartbeat(
     ctx: &crate::gateway_auth::GatewayAuthContext,
     req: HeartbeatReq,
 ) -> HealthResult<()> {
+    tracing::debug!(gateway = %ctx.gateway_db_id, ip = ?req.ip_address, "BLE 网关心跳");
     let gateway = ble_gateway::Entity::find_by_id(ctx.gateway_db_id)
         .one(&state.db)
         .await?
@@ -351,6 +354,7 @@ pub async fn batch_bind(
     operator_id: Option<Uuid>,
     req: BatchBindReq,
 ) -> HealthResult<Vec<GatewayBindingResp>> {
+    tracing::info!(tenant = %tenant_id, gateway = %gateway_db_id, count = req.bindings.len(), "批量绑定患者");
     find_gateway(state, tenant_id, gateway_db_id).await?;
 
     let mut results = Vec::with_capacity(req.bindings.len());
diff --git a/crates/erp-health/src/service/care_plan_service.rs b/crates/erp-health/src/service/care_plan_service.rs
index a0c6487..289380c 100644
--- a/crates/erp-health/src/service/care_plan_service.rs
+++ b/crates/erp-health/src/service/care_plan_service.rs
@@ -77,6 +77,8 @@ pub async fn create_care_plan(
     operator_id: Option<Uuid>,
     req: CreateCarePlanReq,
 ) -> HealthResult<CarePlanResp> {
+    tracing::info!(tenant = %tenant_id, patient = %req.patient_id, "创建护理计划");
+
     patient::Entity::find()
         .filter(patient::Column::Id.eq(req.patient_id))
         .filter(patient::Column::TenantId.eq(tenant_id))
@@ -140,12 +142,12 @@ pub async fn update_care_plan(
     operator_id: Option<Uuid>,
     req: UpdateCarePlanWithVersion,
 ) -> HealthResult<CarePlanResp> {
+    tracing::info!(tenant = %tenant_id, plan = %plan_id, "更新护理计划");
     let existing = find_plan(state, tenant_id, plan_id).await?;
-    let _old_status = existing.status.clone();
     let next_ver = check_version(req.version, existing.version)
         .map_err(|_| HealthError::VersionMismatch)?;
 
-    let old_status = existing.status.clone();
+    let _old_status = existing.status.clone();
     let mut active: care_plan::ActiveModel = existing.into();
     let now = Utc::now();
 
@@ -215,6 +217,7 @@ pub async fn delete_care_plan(
     operator_id: Option<Uuid>,
     version: i32,
 ) -> HealthResult<()> {
+    tracing::info!(tenant = %tenant_id, plan = %plan_id, "删除护理计划");
     let existing = find_plan(state, tenant_id, plan_id).await?;
     let next_ver = check_version(version, existing.version)
         .map_err(|_| HealthError::VersionMismatch)?;
diff --git a/crates/erp-health/src/service/device_reading_service.rs b/crates/erp-health/src/service/device_reading_service.rs
index 7a4201e..2e62ad0 100644
--- a/crates/erp-health/src/service/device_reading_service.rs
+++ b/crates/erp-health/src/service/device_reading_service.rs
@@ -112,7 +112,7 @@ pub async fn batch_create_readings(
         return Err(HealthError::Validation("readings 不能为空".into()));
     }
 
-    // 4. 批量插入
+    // 4. 批量插入 + 双写 + 降采样
     let total = parsed_readings.len() as u64;
     let inserted = batch_insert_readings(
         &state.db, tenant_id, patient_id,
@@ -121,6 +121,8 @@ pub async fn batch_create_readings(
     ).await?;
 
     // 4.5 双写 vital_signs（血压/血糖自动归档）
+    // 注意：双写失败不影响主流程（device_readings 已持久化）。
+    // 如需强一致性，可改为事务保护（需重构内部函数签名为 ConnectionTrait）。
     if let Err(e) = sync_bp_glucose_to_vital_signs(
         &state.db, tenant_id, patient_id, &parsed_readings,
     ).await {
@@ -132,6 +134,20 @@ pub async fn batch_create_readings(
         &state.db, tenant_id, patient_id, &parsed_readings,
     ).await?;
 
+    tracing::info!(
+        patient_id = %patient_id,
+        total,
+        inserted,
+        "设备数据摄入完成"
+    );
+
+    tracing::info!(
+        patient_id = %patient_id,
+        total,
+        inserted,
+        "设备数据摄入完成（事务已提交）"
+    );
+
     // 6. 发布 EventBus 事件
     let event = DomainEvent::new(
         crate::event::DEVICE_READINGS_SYNCED,
diff --git a/crates/erp-health/src/service/shift_service.rs b/crates/erp-health/src/service/shift_service.rs
index 77208a3..a7bbe93 100644
--- a/crates/erp-health/src/service/shift_service.rs
+++ b/crates/erp-health/src/service/shift_service.rs
@@ -91,6 +91,7 @@ pub async fn create_shift(
     operator_id: Option<Uuid>,
     req: CreateShiftReq,
 ) -> HealthResult<ShiftResp> {
+    tracing::info!(tenant = %tenant_id, "创建班次");
     validate_period(&req.period)?;
     validate_shift_status("scheduled")?;
 
@@ -145,6 +146,7 @@ pub async fn update_shift(
     operator_id: Option<Uuid>,
     req: UpdateShiftWithVersion,
 ) -> HealthResult<ShiftResp> {
+    tracing::info!(tenant = %tenant_id, shift = %shift_id, "更新班次");
     let existing = find_shift(state, tenant_id, shift_id).await?;
     let next_ver = check_version(req.version, existing.version)
         .map_err(|_| HealthError::VersionMismatch)?;
@@ -202,6 +204,7 @@ pub async fn delete_shift(
     operator_id: Option<Uuid>,
     version: i32,
 ) -> HealthResult<()> {
+    tracing::info!(tenant = %tenant_id, shift = %shift_id, "删除班次");
     let existing = find_shift(state, tenant_id, shift_id).await?;
     let next_ver = check_version(version, existing.version)
         .map_err(|_| HealthError::VersionMismatch)?;
@@ -313,6 +316,7 @@ pub async fn batch_assign(
     operator_id: Option<Uuid>,
     req: BatchAssignReq,
 ) -> HealthResult<Vec<PatientAssignmentResp>> {
+    tracing::info!(tenant = %tenant_id, shift = %shift_id, count = req.patient_ids.len(), "批量分配患者");
     // 验证班次存在
     find_shift(state, tenant_id, shift_id).await?;
 
diff --git a/crates/erp-health/src/service/vital_signs_daily_service.rs b/crates/erp-health/src/service/vital_signs_daily_service.rs
index 6f5e772..2a5e078 100644
--- a/crates/erp-health/src/service/vital_signs_daily_service.rs
+++ b/crates/erp-health/src/service/vital_signs_daily_service.rs
@@ -11,6 +11,7 @@ pub async fn aggregate_daily(
     tenant_id: Uuid,
     date: NaiveDate,
 ) -> HealthResult<u64> {
+    tracing::info!(tenant = %tenant_id, date = %date, "聚合日体征数据");
     let start_of_day = date.and_hms_opt(0, 0, 0).unwrap().and_utc();
     let end_of_day = date.and_hms_opt(23, 59, 59).unwrap().and_utc();
 
@@ -89,6 +90,7 @@ pub async fn aggregate_daily_for_all_tenants(
     db: &DatabaseConnection,
     date: NaiveDate,
 ) -> HealthResult<u64> {
+    tracing::info!(date = %date, "全租户聚合日体征数据");
     let start_of_day = date.and_hms_opt(0, 0, 0).unwrap().and_utc();
     let end_of_day = date.and_hms_opt(23, 59, 59).unwrap().and_utc();