diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/SliceSelectEvaluator.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/SliceSelectEvaluator.java
index c23c8b2f..b1413d47 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/SliceSelectEvaluator.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/SliceSelectEvaluator.java
@@ -1,92 +1,148 @@
 package work.slhaf.partner.module.memory.selector.evaluator;
 
-import cn.hutool.json.JSONUtil;
-import com.alibaba.fastjson2.JSONObject;
+import kotlin.Unit;
 import lombok.Data;
 import lombok.EqualsAndHashCode;
+import org.jetbrains.annotations.NotNull;
+import org.w3c.dom.Document;
+import org.w3c.dom.Element;
+import work.slhaf.partner.api.agent.factory.capability.annotation.InjectCapability;
 import work.slhaf.partner.api.agent.factory.component.abstracts.AbstractAgentModule;
 import work.slhaf.partner.api.agent.factory.component.abstracts.ActivateModel;
 import work.slhaf.partner.api.agent.factory.component.annotation.Init;
 import work.slhaf.partner.api.chat.pojo.Message;
-import work.slhaf.partner.common.thread.InteractionThreadPoolExecutor;
+import work.slhaf.partner.core.action.ActionCapability;
+import work.slhaf.partner.core.action.ActionCore;
+import work.slhaf.partner.core.cognition.CognitionCapability;
+import work.slhaf.partner.core.cognition.ContextBlock;
 import work.slhaf.partner.core.memory.pojo.ActivatedMemorySlice;
+import work.slhaf.partner.module.TaskBlock;
 import work.slhaf.partner.module.memory.selector.evaluator.entity.EvaluatorBatchInput;
+import work.slhaf.partner.module.memory.selector.evaluator.entity.EvaluatorBatchResult;
 import work.slhaf.partner.module.memory.selector.evaluator.entity.EvaluatorInput;
-import work.slhaf.partner.module.memory.selector.evaluator.entity.EvaluatorResult;
-import work.slhaf.partner.module.memory.selector.evaluator.entity.SliceSummary;
 
-import java.util.*;
-import java.util.concurrent.Callable;
-import java.util.concurrent.ConcurrentLinkedDeque;
-import java.util.concurrent.TimeUnit;
-import java.util.concurrent.atomic.AtomicInteger;
+import java.time.format.DateTimeFormatter;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Locale;
+import java.util.concurrent.CountDownLatch;
+import java.util.concurrent.ExecutorService;
 
 @EqualsAndHashCode(callSuper = true)
 @Data
 public class SliceSelectEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, List<ActivatedMemorySlice>> implements ActivateModel {
-    private InteractionThreadPoolExecutor executor;
+
+    @InjectCapability
+    private ActionCapability actionCapability;
+    @InjectCapability
+    private CognitionCapability cognitionCapability;
+
+    private ExecutorService executor;
 
     @Init
     public void init() {
-        executor = InteractionThreadPoolExecutor.getInstance();
+        executor = actionCapability.getExecutor(ActionCore.ExecutorType.VIRTUAL);
     }
 
     @Override
     public List<ActivatedMemorySlice> execute(EvaluatorInput evaluatorInput) {
-        log.debug("[SliceSelectEvaluator] 切片评估模块开始...");
-        List<ActivatedMemorySlice> memorySlices = evaluatorInput.getMemorySlices();
-        List<Callable<Void>> tasks = new ArrayList<>();
-        Queue<ActivatedMemorySlice> queue = new ConcurrentLinkedDeque<>();
-        AtomicInteger count = new AtomicInteger(0);
-        if (memorySlices == null || memorySlices.isEmpty()) {
-            return List.of();
-        }
-        tasks.add(() -> {
-            int thisCount = count.incrementAndGet();
-            log.debug("[SliceSelectEvaluator] 评估[{}]开始", thisCount);
-            List<SliceSummary> sliceSummaryList = new ArrayList<>();
-            Map<Long, ActivatedMemorySlice> map = new HashMap<>();
-            try {
-                setSliceSummaryList(memorySlices, sliceSummaryList, map);
-                EvaluatorBatchInput batchInput = EvaluatorBatchInput.builder()
-                        .text(evaluatorInput.getInput())
-                        .memory_slices(sliceSummaryList)
-                        .history(evaluatorInput.getMessages())
-                        .build();
-                log.debug("[SliceSelectEvaluator] 评估[{}]输入: {}", thisCount, JSONObject.toJSONString(batchInput));
-                EvaluatorResult evaluatorResult = formattedChat(
-                        List.of(new Message(Message.Character.USER, JSONUtil.toJsonStr(batchInput))),
-                        EvaluatorResult.class
-                );
-                log.debug("[SliceSelectEvaluator] 评估[{}]结果: {}", thisCount, JSONObject.toJSONString(evaluatorResult));
-                for (Long result : evaluatorResult.getResults()) {
-                    ActivatedMemorySlice slice = map.get(result);
-                    if (slice != null) {
-                        queue.offer(slice);
+        log.debug("切片评估模块开始...");
+        List<ActivatedMemorySlice> preparedSlices = evaluatorInput.getMemorySlices();
+        List<ActivatedMemorySlice> result = new ArrayList<>();
+        CountDownLatch latch = new CountDownLatch(preparedSlices.size());
+
+        Message contextMessage = cognitionCapability.contextWorkspace().resolve(List.of(
+                ContextBlock.VisibleDomain.COGNITION,
+                ContextBlock.VisibleDomain.MEMORY
+        )).encodeToMessage();
+
+        for (ActivatedMemorySlice slice : preparedSlices) {
+            executor.execute(() -> {
+                try {
+                    EvaluatorBatchInput batchInput = new EvaluatorBatchInput(evaluatorInput.getInputs(), slice);
+                    List<Message> messages = List.of(
+                            contextMessage,
+                            resolveTaskMessage(batchInput)
+                    );
+                    EvaluatorBatchResult batchResult = formattedChat(messages, EvaluatorBatchResult.class);
+                    if (batchResult.isPassed()) {
+                        synchronized (result) {
+                            result.add(slice);
+                        }
                     }
+                } catch (Exception ignore) {
+                } finally {
+                    latch.countDown();
                 }
-            } catch (Exception e) {
-                log.error("[SliceSelectEvaluator] 评估[{}]出现错误: {}", thisCount, e.getLocalizedMessage());
-            }
-            return null;
-        });
-        executor.invokeAll(tasks, 30, TimeUnit.SECONDS);
-        log.debug("[SliceSelectEvaluator] 评估模块结束, 输出队列: {}", queue);
-        return new ArrayList<>(queue);
-    }
-
-    private void setSliceSummaryList(List<ActivatedMemorySlice> memorySlices, List<SliceSummary> sliceSummaryList,
-                                     Map<Long, ActivatedMemorySlice> map) {
-        for (ActivatedMemorySlice memorySlice : memorySlices) {
-            SliceSummary sliceSummary = new SliceSummary();
-            sliceSummary.setId(memorySlice.getTimestamp());
-            sliceSummary.setSummary(memorySlice.getSummary());
-            sliceSummary.setDate(memorySlice.getDate());
-            sliceSummaryList.add(sliceSummary);
-            map.put(memorySlice.getTimestamp(), memorySlice);
+            });
         }
+
+        try {
+            latch.await();
+        } catch (InterruptedException ignored) {
+        }
+        log.debug("切片评估模块结束...");
+
+        return result;
     }
 
+    private Message resolveTaskMessage(EvaluatorBatchInput batchInput) {
+        return new TaskBlock() {
+            @Override
+            protected void fillXml(@NotNull Document document, @NotNull Element root) {
+                appendListElement(document, root, "new_inputs", "input", batchInput.getInputs().entrySet(), (inputElement, input) -> {
+                    inputElement.setAttribute("datetime", input.getKey().format(DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss")));
+                    inputElement.setTextContent(input.getValue());
+                    return Unit.INSTANCE;
+                });
+                appendChildElement(document, root, "memory_slice", (element) -> {
+                    ActivatedMemorySlice slice = batchInput.getActivatedMemorySlice();
+                    appendTextElement(document, element, "slice_summary", slice.getSummary());
+                    appendChildElement(document, element, "source_messages", (messagesElement) -> {
+                        List<Message> messages = slice.getMessages();
+                        int size = messages.size();
+                        if (size > 10) {
+                            // 展示前两条
+                            appendMessageElement(document, messagesElement, messages.subList(0, 2));
+
+                            // 中间省略说明
+                            int middleStart = Math.max(2, (size - 4) / 2);
+                            int middleEnd = Math.min(size - 2, middleStart + 4);
+                            int omittedBeforeMiddle = middleStart - 2;
+                            appendTextElement(document, messagesElement, "omitted_messages", "省略了 " + omittedBeforeMiddle + " 条消息");
+
+                            // 中间四条
+                            appendMessageElement(document, messagesElement, messages.subList(middleStart, middleEnd));
+
+                            // 中间到结尾前的省略说明
+                            int omittedAfterMiddle = (size - 2) - middleEnd;
+                            if (omittedAfterMiddle > 0) {
+                                appendTextElement(document, messagesElement, "omitted_messages", "省略了 " + omittedAfterMiddle + " 条消息");
+                            }
+
+                            // 展示末尾两条
+                            appendMessageElement(document, messagesElement, messages.subList(size - 2, size));
+                        } else {
+                            appendMessageElement(document, messagesElement, messages);
+                        }
+                        return Unit.INSTANCE;
+                    });
+                    return Unit.INSTANCE;
+                });
+            }
+
+            private void appendMessageElement(Document document, Element parent, List<Message> messages) {
+                appendRepeatedElements(document, parent, "message", messages, (messageElement, message) -> {
+                    messageElement.setAttribute("role", message.getRole().name().toLowerCase(Locale.ROOT));
+                    messageElement.setTextContent(message.getContent());
+                    return Unit.INSTANCE;
+                });
+            }
+        }.encodeToMessage();
+    }
+
+    @Override
+    @NotNull
     public String modelKey() {
         return "slice_evaluator";
     }
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorBatchInput.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorBatchInput.java
index 32efddfb..fa20cd52 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorBatchInput.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorBatchInput.java
@@ -1,15 +1,15 @@
 package work.slhaf.partner.module.memory.selector.evaluator.entity;
 
-import lombok.Builder;
+import lombok.AllArgsConstructor;
 import lombok.Data;
-import work.slhaf.partner.api.chat.pojo.Message;
+import work.slhaf.partner.core.memory.pojo.ActivatedMemorySlice;
 
-import java.util.List;
+import java.time.LocalDateTime;
+import java.util.Map;
 
 @Data
-@Builder
+@AllArgsConstructor
 public class EvaluatorBatchInput {
-    private String text;
-    private List<Message> history;
-    private List<SliceSummary> memory_slices;
+    private Map<LocalDateTime, String> inputs;
+    private ActivatedMemorySlice activatedMemorySlice;
 }
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorResult.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorBatchResult.java
similarity index 52%
rename from Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorResult.java
rename to Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorBatchResult.java
index 59d49438..eb8a8db5 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorResult.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorBatchResult.java
@@ -2,9 +2,7 @@ package work.slhaf.partner.module.memory.selector.evaluator.entity;
 
 import lombok.Data;
 
-import java.util.List;
-
 @Data
-public class EvaluatorResult {
-    private List<Long> results;
+public class EvaluatorBatchResult {
+    private boolean passed;
 }
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorInput.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorInput.java
index 8860cefc..1dfcd59f 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorInput.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/evaluator/entity/EvaluatorInput.java
@@ -2,15 +2,15 @@ package work.slhaf.partner.module.memory.selector.evaluator.entity;
 
 import lombok.Builder;
 import lombok.Data;
-import work.slhaf.partner.api.chat.pojo.Message;
 import work.slhaf.partner.core.memory.pojo.ActivatedMemorySlice;
 
+import java.time.LocalDateTime;
 import java.util.List;
+import java.util.Map;
 
 @Data
 @Builder
 public class EvaluatorInput {
-    private String input;
-    private List<Message> messages;
+    private Map<LocalDateTime, String> inputs;
     private List<ActivatedMemorySlice> memorySlices;
 }
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemorySelectExtractor.java b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemorySelectExtractor.java
index ed276327..08669ee1 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemorySelectExtractor.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/memory/selector/extractor/MemorySelectExtractor.java
@@ -1,54 +1,47 @@
 package work.slhaf.partner.module.memory.selector.extractor;
 
-import cn.hutool.json.JSONUtil;
 import lombok.Data;
 import lombok.EqualsAndHashCode;
+import org.jetbrains.annotations.NotNull;
+import org.w3c.dom.Document;
+import org.w3c.dom.Element;
 import work.slhaf.partner.api.agent.factory.capability.annotation.InjectCapability;
 import work.slhaf.partner.api.agent.factory.component.abstracts.AbstractAgentModule;
 import work.slhaf.partner.api.agent.factory.component.abstracts.ActivateModel;
 import work.slhaf.partner.api.agent.factory.component.annotation.InjectModule;
 import work.slhaf.partner.api.chat.pojo.Message;
 import work.slhaf.partner.core.cognition.CognitionCapability;
-import work.slhaf.partner.core.memory.MemoryCapability;
-import work.slhaf.partner.core.memory.pojo.ActivatedMemorySlice;
+import work.slhaf.partner.core.cognition.ContextBlock;
+import work.slhaf.partner.module.TaskBlock;
 import work.slhaf.partner.module.memory.runtime.MemoryRuntime;
 import work.slhaf.partner.module.memory.selector.extractor.entity.ExtractorInput;
 import work.slhaf.partner.module.memory.selector.extractor.entity.ExtractorMatchData;
 import work.slhaf.partner.module.memory.selector.extractor.entity.ExtractorResult;
-import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowContext;
 
+import java.time.format.DateTimeFormatter;
 import java.util.List;
 
 import static work.slhaf.partner.common.util.ExtractUtil.fixTopicPath;
 
 @EqualsAndHashCode(callSuper = true)
 @Data
-public class MemorySelectExtractor extends AbstractAgentModule.Sub<PartnerRunningFlowContext, ExtractorResult>
-        implements ActivateModel {
-    @InjectCapability
-    private MemoryCapability memoryCapability;
+public class MemorySelectExtractor extends AbstractAgentModule.Sub<ExtractorInput, ExtractorResult> implements ActivateModel {
     @InjectCapability
     private CognitionCapability cognitionCapability;
     @InjectModule
     private MemoryRuntime memoryRuntime;
 
     @Override
-    public ExtractorResult execute(PartnerRunningFlowContext context) {
+    public ExtractorResult execute(ExtractorInput input) {
         log.debug("[MemorySelectExtractor] 主题提取模块开始...");
-        List<Message> chatMessages = cognitionCapability.snapshotChatMessages();
         ExtractorResult extractorResult;
         try {
-            List<ActivatedMemorySlice> activatedMemorySlices = memoryCapability.getActivatedSlices();
-            ExtractorInput extractorInput = ExtractorInput.builder()
-                    .text(context.getInput())
-                    .date(context.getInfo().getDateTime().toLocalDate())
-                    .history(chatMessages)
-                    .topic_tree(memoryRuntime.getTopicTree())
-                    .activatedMemorySlices(activatedMemorySlices)
-                    .build();
-            log.debug("[MemorySelectExtractor] 主题提取输入: {}", JSONUtil.toJsonStr(extractorInput));
+            List<Message> messages = List.of(
+                    resolveContextMessage(),
+                    resolveTaskMessage(input)
+            );
             extractorResult = formattedChat(
-                    List.of(new Message(Message.Character.USER, JSONUtil.toJsonPrettyStr(extractorInput))),
+                    messages,
                     ExtractorResult.class
             );
             log.debug("[MemorySelectExtractor] 主题提取结果: {}", extractorResult);
@@ -61,6 +54,23 @@ public class MemorySelectExtractor extends AbstractAgentModule.Sub<PartnerRunnin
         return fix(extractorResult);
     }
 
+    private Message resolveTaskMessage(ExtractorInput input) {
+        return new TaskBlock() {
+            @Override
+            protected void fillXml(@NotNull Document document, @NotNull Element root) {
+                appendTextElement(document, root, "latest_input", input.getInput());
+                appendTextElement(document, root, "current_date", input.getDate().format(DateTimeFormatter.ofPattern("yyyy-MM-dd")));
+                appendTextElement(document, root, "memory_topic_tree", input.getTopic_tree());
+            }
+        }.encodeToMessage();
+    }
+
+    private Message resolveContextMessage() {
+        return cognitionCapability.contextWorkspace().resolve(List.of(
+                ContextBlock.VisibleDomain.COGNITION, ContextBlock.VisibleDomain.MEMORY
+        )).encodeToMessage();
+    }
+
     private ExtractorResult fix(ExtractorResult extractorResult) {
         extractorResult.getMatches().forEach(m -> {
             if (m.getType().equals(ExtractorMatchData.Constant.DATE)) {
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 5dbd2e13..768466f3 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
@@ -1,19 +1,14 @@
 package work.slhaf.partner.module.memory.selector.extractor.entity;
 
-import lombok.Builder;
+import lombok.AllArgsConstructor;
 import lombok.Data;
-import work.slhaf.partner.api.chat.pojo.Message;
-import work.slhaf.partner.core.memory.pojo.ActivatedMemorySlice;
 
 import java.time.LocalDate;
-import java.util.List;
 
 @Data
-@Builder
+@AllArgsConstructor
 public class ExtractorInput {
-    private String text;
+    private String input;
     private String topic_tree;
     private LocalDate date;
-    private List<Message> history;
-    private List<ActivatedMemorySlice> activatedMemorySlices;
 }