diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ActionExecutor.java b/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ActionExecutor.java
index 74768e86..d0ca8697 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ActionExecutor.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ActionExecutor.java
@@ -1,5 +1,6 @@
 package work.slhaf.partner.module.action.executor;
 
+import lombok.extern.slf4j.Slf4j;
 import lombok.val;
 import org.jetbrains.annotations.NotNull;
 import work.slhaf.partner.core.action.ActionCapability;
@@ -23,6 +24,7 @@ import java.util.concurrent.atomic.AtomicInteger;
 import java.util.concurrent.atomic.AtomicReference;
 import java.util.stream.Collectors;
 
+@Slf4j
 public class ActionExecutor extends AbstractAgentModule.Standalone {
 
     private static final int MAX_EXTRACTOR_ATTEMPTS = 3;
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/ActionPlanner.java b/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/ActionPlanner.java
index 25b71976..8a2889a2 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/ActionPlanner.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/ActionPlanner.java
@@ -1,6 +1,7 @@
 package work.slhaf.partner.module.action.planner;
 
 import kotlin.Unit;
+import lombok.extern.slf4j.Slf4j;
 import org.jetbrains.annotations.NotNull;
 import org.w3c.dom.Document;
 import org.w3c.dom.Element;
@@ -37,6 +38,7 @@ import java.util.concurrent.atomic.AtomicBoolean;
 /**
  * 负责针对本次输入生成基础的行动计划
  */
+@Slf4j
 public class ActionPlanner extends AbstractAgentModule.Running<PartnerRunningFlowContext> {
 
     private static final String IMMEDIATE_WATCHER_CRON = "0/5 * * * * ?";
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/action/scheduler/ActionScheduler.kt b/Partner-Core/src/main/java/work/slhaf/partner/module/action/scheduler/ActionScheduler.kt
index fbd2943f..5ab37b7a 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/action/scheduler/ActionScheduler.kt
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/action/scheduler/ActionScheduler.kt
@@ -287,7 +287,7 @@ class ActionScheduler : AbstractAgentModule.Standalone() {
                     val now1 = System.nanoTime()
                     val sleepNanos = nextTickNanos - now1
                     if (sleepNanos > 0) {
-                        delay(sleepNanos / 1_000_000L) // 毫秒级 delay 足够；剩余 nanos 不必忙等
+                        delay((sleepNanos / 1_000_000L).milliseconds) // 毫秒级 delay 足够；剩余 nanos 不必忙等
                     }
                 }
             }
@@ -299,7 +299,7 @@ class ActionScheduler : AbstractAgentModule.Standalone() {
                 ).toMillis()
                 // withTimeoutOrNull 内部已处理 seconds 小于 0 的情况
                 log.debug("Start waiting {} ms at {}, target time: {}", seconds, currentTime, nextHour)
-                withTimeoutOrNull(seconds) {
+                withTimeoutOrNull(seconds.milliseconds) {
                     state.first { it == WheelState.ACTIVE }
                 }
                 log.debug("Waiting ended at {}", ZonedDateTime.now())
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/communication/CommunicationProducer.java b/Partner-Core/src/main/java/work/slhaf/partner/module/communication/CommunicationProducer.java
index 4390c487..c6610939 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/communication/CommunicationProducer.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/communication/CommunicationProducer.java
@@ -1,5 +1,6 @@
 package work.slhaf.partner.module.communication;
 
+import lombok.extern.slf4j.Slf4j;
 import org.jetbrains.annotations.NotNull;
 import org.w3c.dom.Document;
 import org.w3c.dom.Element;
@@ -25,6 +26,7 @@ import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
 
+@Slf4j
 public class CommunicationProducer extends AbstractAgentModule.Running<PartnerRunningFlowContext> implements ActivateModel {
 
     private static final String INTERRUPTED_MARKER = " [response interrupted due to internal exception]";
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/communication/DialogRolling.java b/Partner-Core/src/main/java/work/slhaf/partner/module/communication/DialogRolling.java
index bd39a441..8acdde35 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/communication/DialogRolling.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/communication/DialogRolling.java
@@ -1,6 +1,7 @@
 package work.slhaf.partner.module.communication;
 
 import kotlin.Unit;
+import lombok.extern.slf4j.Slf4j;
 import org.jetbrains.annotations.NotNull;
 import org.w3c.dom.Document;
 import org.w3c.dom.Element;
@@ -34,6 +35,7 @@ import java.util.List;
 import java.util.Set;
 import java.util.concurrent.atomic.AtomicBoolean;
 
+@Slf4j
 public class DialogRolling extends AbstractAgentModule.Running<PartnerRunningFlowContext> {
 
     private static final String AUTO_UPDATE_CRON = "0/10 * * * * ?";
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/MemorySelector.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/MemorySelector.java
index a6b8756d..0854ed53 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/MemorySelector.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/MemorySelector.java
@@ -1,6 +1,7 @@
 package work.slhaf.partner.module.memory.selector;
 
 import kotlin.Unit;
+import lombok.extern.slf4j.Slf4j;
 import org.jetbrains.annotations.NotNull;
 import org.w3c.dom.Document;
 import org.w3c.dom.Element;
@@ -24,6 +25,7 @@ import work.slhaf.partner.runtime.PartnerRunningFlowContext;
 import java.time.LocalDate;
 import java.util.*;
 
+@Slf4j
 public class MemorySelector extends AbstractAgentModule.Running<PartnerRunningFlowContext> {
 
     private static final String BLOCK_NAME = "activated_memory_slices";
diff --git a/Partner-Framework/src/main/java/work/slhaf/partner/framework/agent/factory/component/abstracts/AgentModule.kt b/Partner-Framework/src/main/java/work/slhaf/partner/framework/agent/factory/component/abstracts/AgentModule.kt
index 68cac6ba..adc3f237 100644
--- a/Partner-Framework/src/main/java/work/slhaf/partner/framework/agent/factory/component/abstracts/AgentModule.kt
+++ b/Partner-Framework/src/main/java/work/slhaf/partner/framework/agent/factory/component/abstracts/AgentModule.kt
@@ -1,7 +1,5 @@
 package work.slhaf.partner.framework.agent.factory.component.abstracts
 
-import org.slf4j.Logger
-import org.slf4j.LoggerFactory
 import work.slhaf.partner.framework.agent.factory.component.annotation.AgentComponent
 import work.slhaf.partner.framework.agent.interaction.flow.RunningFlowContext
 import work.slhaf.partner.framework.agent.log.LogAdviceProvider
@@ -15,9 +13,6 @@ sealed class AbstractAgentModule {
 
     var moduleName: String = javaClass.simpleName
 
-    @JvmField
-    val log: Logger = LoggerFactory.getLogger(javaClass.simpleName)
-
     abstract class Running<T : RunningFlowContext> : AbstractAgentModule() {
 
         private val advice = run {