diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/MemoryInputEntry.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/MemoryInputEntry.java
new file mode 100644
index 00000000..31a182aa
--- /dev/null
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/MemoryInputEntry.java
@@ -0,0 +1,15 @@
+package work.slhaf.partner.module.memory.selector;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import work.slhaf.partner.framework.agent.interaction.flow.RunningFlowContext;
+
+import java.time.LocalDateTime;
+import java.util.List;
+
+@Data
+@AllArgsConstructor
+public class MemoryInputEntry {
+    private LocalDateTime receivedDateTime;
+    private List<RunningFlowContext.InputEntry> inputs;
+}
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 b89b4ef1..c6e38b24 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
@@ -5,6 +5,8 @@ import lombok.extern.slf4j.Slf4j;
 import org.jetbrains.annotations.NotNull;
 import org.w3c.dom.Document;
 import org.w3c.dom.Element;
+import work.slhaf.partner.core.action.ActionCapability;
+import work.slhaf.partner.core.action.ActionCore;
 import work.slhaf.partner.core.cognition.BlockContent;
 import work.slhaf.partner.core.cognition.CognitionCapability;
 import work.slhaf.partner.core.cognition.ContextBlock;
@@ -23,7 +25,11 @@ import work.slhaf.partner.module.memory.selector.extractor.entity.ExtractorResul
 import work.slhaf.partner.runtime.PartnerRunningFlowContext;
 
 import java.time.LocalDate;
+import java.time.ZoneId;
 import java.util.*;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.concurrent.locks.Lock;
+import java.util.concurrent.locks.ReentrantLock;
 
 @Slf4j
 public class MemorySelector extends AbstractAgentModule.Running<PartnerRunningFlowContext> {
@@ -33,6 +39,7 @@ public class MemorySelector extends AbstractAgentModule.Running<PartnerRunningFl
 
     @InjectCapability
     private CognitionCapability cognitionCapability;
+    private final AtomicBoolean memoryCalling = new AtomicBoolean(false);
 
     @InjectModule
     private MemoryRuntime memoryRuntime;
@@ -40,24 +47,125 @@ public class MemorySelector extends AbstractAgentModule.Running<PartnerRunningFl
     private MemoryRecallEvaluator memoryRecallEvaluator;
     @InjectModule
     private MemoryRecallCueExtractor memoryRecallCueExtractor;
+    private final Lock inputsLock = new ReentrantLock();
+    private final List<MemoryInputEntry> collectedInputs = new ArrayList<>();
+    @InjectCapability
+    private ActionCapability actionCapability;
 
     @Override
     protected void doExecute(@NotNull PartnerRunningFlowContext runningFlowContext) {
-        List<RunningFlowContext.InputEntry> snapshotInputs = List.copyOf(runningFlowContext.getInputs());
+        collectInputs(runningFlowContext);
+        tryStartMemoryRecallWorker();
+    }
+
+    private void collectInputs(PartnerRunningFlowContext runningFlowContext) {
+        inputsLock.lock();
+        try {
+            collectedInputs.add(new MemoryInputEntry(
+                    runningFlowContext.getFirstInputDateTime(),
+                    List.copyOf(runningFlowContext.getInputs())
+            ));
+        } finally {
+            inputsLock.unlock();
+        }
+    }
+
+    private void tryStartMemoryRecallWorker() {
+        if (!memoryCalling.compareAndSet(false, true)) {
+            return;
+        }
+
+        actionCapability.getExecutor(ActionCore.ExecutorType.VIRTUAL).execute(() -> {
+            try {
+                drainMemoryRecall();
+            } finally {
+                memoryCalling.set(false);
+                if (hasCollectedInputs()) {
+                    tryStartMemoryRecallWorker();
+                }
+            }
+        });
+    }
+
+    private void drainMemoryRecall() {
+        while (true) {
+            List<MemoryInputEntry> snapshotInputs = drainCollectedInputs();
+            if (snapshotInputs.isEmpty()) {
+                return;
+            }
+            try {
+                recallMemory(snapshotInputs);
+            } catch (Exception e) {
+                log.error("[MemorySelector] 记忆召回任务执行失败", e);
+            }
+        }
+    }
+
+    private void recallMemory(List<MemoryInputEntry> memoryInputEntries) {
         ExtractorInput input = new ExtractorInput(
-                snapshotInputs,
-                memoryRuntime.getTopicTree(),
-                runningFlowContext.getFirstInputDateTime().toLocalDate()
+                memoryInputEntries,
+                memoryRuntime.getTopicTree()
         );
 
         ExtractorResult extractorResult = memoryRecallCueExtractor.execute(input);
         if (extractorResult.getMatches().isEmpty()) {
             return;
         }
-        List<ActivatedMemorySlice> activatedSlices = selectAndEvaluateMemory(snapshotInputs, extractorResult);
+        List<ActivatedMemorySlice> activatedSlices = selectAndEvaluateMemory(flattenInputs(memoryInputEntries), extractorResult);
         updateMemoryContext(activatedSlices);
     }
 
+    private List<MemoryInputEntry> drainCollectedInputs() {
+        inputsLock.lock();
+        try {
+            if (collectedInputs.isEmpty()) {
+                return List.of();
+            }
+            List<MemoryInputEntry> snapshot = new ArrayList<>(collectedInputs);
+            collectedInputs.clear();
+            snapshot.sort(Comparator.comparing(MemoryInputEntry::getReceivedDateTime));
+            return snapshot;
+        } finally {
+            inputsLock.unlock();
+        }
+    }
+
+    private boolean hasCollectedInputs() {
+        inputsLock.lock();
+        try {
+            return !collectedInputs.isEmpty();
+        } finally {
+            inputsLock.unlock();
+        }
+    }
+
+    private List<RunningFlowContext.InputEntry> flattenInputs(List<MemoryInputEntry> memoryInputEntries) {
+        if (memoryInputEntries.isEmpty()) {
+            return List.of();
+        }
+        long firstEpochMillis = memoryInputEntries.stream()
+                .map(MemoryInputEntry::getReceivedDateTime)
+                .mapToLong(this::toEpochMillis)
+                .min()
+                .orElseThrow();
+
+        return memoryInputEntries.stream()
+                .flatMap(entry -> {
+                    long entryEpochMillis = toEpochMillis(entry.getReceivedDateTime());
+                    return entry.getInputs().stream()
+                            .map(input -> new RunningFlowContext.InputEntry(
+                                    entryEpochMillis + input.getOffsetMillis() - firstEpochMillis,
+                                    input.getContent()
+                            ));
+                })
+                .sorted(Comparator.comparingLong(RunningFlowContext.InputEntry::getOffsetMillis))
+                .toList();
+    }
+
+    private long toEpochMillis(java.time.LocalDateTime dateTime) {
+        return dateTime.atZone(ZoneId.systemDefault()).toInstant().toEpochMilli();
+    }
+
     private void updateMemoryContext(List<ActivatedMemorySlice> activatedSlices) {
         cognitionCapability.contextWorkspace().register(new ContextBlock(
                 buildMemoryFullBlock(activatedSlices),
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemoryRecallCueExtractor.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemoryRecallCueExtractor.java
index d0748bdb..09386377 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemoryRecallCueExtractor.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemoryRecallCueExtractor.java
@@ -19,6 +19,7 @@ import work.slhaf.partner.module.memory.selector.extractor.entity.ExtractorResul
 
 import java.time.format.DateTimeFormatter;
 import java.util.ArrayList;
+import java.util.Comparator;
 import java.util.List;
 
 public class MemoryRecallCueExtractor extends AbstractAgentModule.Sub<ExtractorInput, ExtractorResult> implements ActivateModel {
@@ -29,12 +30,11 @@ public class MemoryRecallCueExtractor extends AbstractAgentModule.Sub<ExtractorI
             你会收到：
             - 一条结构化上下文消息，其中包含当前活跃的 communication 域与 memory 域内容；
             - 一条任务消息，其中包含：
-              - new_inputs：一组按时间顺序累积的新输入，每条输入附带 interval-to-first；
-              - current_date：当前日期；
+              - memory_input_entries：一组按接收时间排序的新输入批次；每个批次包含 received_date_time 与该批次内按时间顺序排列的 inputs；
               - memory_topic_tree：当前可用的记忆主题树结构。
             
             你的任务：
-            - 基于 new_inputs、当前语境与已有记忆主题树，提取本次记忆召回最值得尝试的匹配项；
+            - 基于 memory_input_entries、当前语境与已有记忆主题树，提取本次记忆召回最值得尝试的匹配项；
             - 匹配项只允许有两类：topic 或 date；
             - topic 用于表示应优先检索的记忆主题路径；
             - date 用于表示应优先检索的具体日期；
@@ -42,7 +42,7 @@ public class MemoryRecallCueExtractor extends AbstractAgentModule.Sub<ExtractorI
             
             提取原则：
             - 你的目标是提取“可用于后续召回”的线索，而不是复述输入内容本身。
-            - new_inputs 应整体理解，不要只抓最后一句；如果多条输入共同收敛到同一记忆方向，应提取更稳定的主题线索。
+            - memory_input_entries 应整体理解，不要只抓最后一个批次或最后一句；如果多个批次共同收敛到同一记忆方向，应提取更稳定的主题线索。
             - communication 域用于判断当前输入是否在承接近期某段对话、某个旧话题或某个已出现过的指代对象。
             - memory 域用于辅助判断当前输入与哪些已激活记忆方向明显相关；只有在这种相关性明确时才使用，不要机械复述 memory 域内容。
             - memory_topic_tree 是 topic 提取的主要参照；topic 应尽量贴近主题树中已有的层级与命名，不要随意发明与主题树无关的新路径。
@@ -60,8 +60,8 @@ public class MemoryRecallCueExtractor extends AbstractAgentModule.Sub<ExtractorI
             关于 date：
             - date 表示一个明确的记忆日期。
             - date 的 text 必须是可被 Java LocalDate.parse 正常解析的日期文本，即 yyyy-MM-dd。
-            - 只有在输入中存在明确日期，或结合 current_date 后可以稳定推断出具体某一天时，才输出 date。
-            - 像“今天”“昨天”“前天”“上周六”这类表达，只有在能够稳定落到某个具体日期时才可输出。
+            - 只有在输入中存在明确日期，或结合相关输入批次的 received_date_time 后可以稳定推断出具体某一天时，才输出 date。
+            - 像“今天”“昨天”“前天”“上周六”这类表达，只有在能够根据对应批次 received_date_time 稳定落到某个具体日期时才可输出。
             - 对于“最近”“前几天”“那段时间”“之前”“上次”这类无法稳定定位到某一天的表达，不要输出 date。
             
             何时应提取 topic：
@@ -72,7 +72,7 @@ public class MemoryRecallCueExtractor extends AbstractAgentModule.Sub<ExtractorI
             
             何时应提取 date：
             - 当前输入明确提到了某个具体日期；
-            - 当前输入使用相对日期表达，但结合 current_date 可以稳定还原到具体某一天；
+            - 当前输入使用相对日期表达，但结合对应批次的 received_date_time 可以稳定还原到具体某一天；
             - 当前输入中的回忆目标明显依赖某个特定日期，且该日期能够被明确确定。
             
             何时不应轻易输出：
@@ -135,15 +135,20 @@ public class MemoryRecallCueExtractor extends AbstractAgentModule.Sub<ExtractorI
         return new TaskBlock() {
             @Override
             protected void fillXml(@NotNull Document document, @NotNull Element root) {
-                appendChildElement(document, root, "new_inputs", (inputsElement) -> {
-                    appendListElement(document, inputsElement, "inputs", "input", input.getInputs(), (inputElement, entry) -> {
-                        inputElement.setAttribute("interval-to-first", String.valueOf(entry.getOffsetMillis()));
-                        inputElement.setTextContent(entry.getContent());
+                appendChildElement(document, root, "memory_input_entries", (entriesElement) -> {
+                    appendRepeatedElements(document, entriesElement, "memory_input_entry", input.getMemoryInputEntries().stream()
+                            .sorted(Comparator.comparing(work.slhaf.partner.module.memory.selector.MemoryInputEntry::getReceivedDateTime))
+                            .toList(), (entryElement, memoryInputEntry) -> {
+                        appendTextElement(document, entryElement, "received_date_time", memoryInputEntry.getReceivedDateTime().format(DateTimeFormatter.ISO_LOCAL_DATE_TIME));
+                        appendListElement(document, entryElement, "inputs", "input", memoryInputEntry.getInputs(), (inputElement, entry) -> {
+                            inputElement.setAttribute("interval-to-first", String.valueOf(entry.getOffsetMillis()));
+                            inputElement.setTextContent(entry.getContent());
+                            return Unit.INSTANCE;
+                        });
                         return Unit.INSTANCE;
                     });
                     return Unit.INSTANCE;
                 });
-                appendTextElement(document, root, "current_date", input.getDate().format(DateTimeFormatter.ofPattern("yyyy-MM-dd")));
                 appendTextElement(document, root, "memory_topic_tree", input.getTopic_tree());
             }
         }.encodeToMessage();
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/entity/ExtractorInput.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/entity/ExtractorInput.java
index ba5031ee..be2f9320 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/entity/ExtractorInput.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/entity/ExtractorInput.java
@@ -2,15 +2,13 @@ package work.slhaf.partner.module.memory.selector.extractor.entity;
 
 import lombok.AllArgsConstructor;
 import lombok.Data;
-import work.slhaf.partner.framework.agent.interaction.flow.RunningFlowContext;
+import work.slhaf.partner.module.memory.selector.MemoryInputEntry;
 
-import java.time.LocalDate;
 import java.util.List;
 
 @Data
 @AllArgsConstructor
 public class ExtractorInput {
-    private List<RunningFlowContext.InputEntry> inputs;
+    private List<MemoryInputEntry> memoryInputEntries;
     private String topic_tree;
-    private LocalDate date;
 }