diff --git a/Partner-Core/src/main/java/work/slhaf/partner/core/action/ActionPoolStateCodec.java b/Partner-Core/src/main/java/work/slhaf/partner/core/action/ActionPoolStateCodec.java
index d5729af2..da6bca48 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/core/action/ActionPoolStateCodec.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/core/action/ActionPoolStateCodec.java
@@ -76,6 +76,10 @@ final class ActionPoolStateCodec {
                 .<StateValue>map(entry -> {
                     Map<String, StateValue> stageMap = new LinkedHashMap<>();
                     stageMap.put("stage", StateValue.num(entry.getKey()));
+                    String stageDescription = action.getStageDescriptions().get(entry.getKey());
+                    if (stageDescription != null && !stageDescription.isBlank()) {
+                        stageMap.put("description", StateValue.str(stageDescription));
+                    }
                     stageMap.put("actions", StateValue.arr(entry.getValue().stream()
                             .map(metaAction -> (StateValue) encodeMetaAction(metaAction))
                             .toList()));
@@ -126,7 +130,11 @@ final class ActionPoolStateCodec {
             return null;
         }
 
-        Map<Integer, List<MetaAction>> restoredChain = decodeActionChain(actionObject.getJSONArray("action_chain"));
+        Map<Integer, String> restoredStageDescriptions = new LinkedHashMap<>();
+        Map<Integer, List<MetaAction>> restoredChain = decodeActionChain(
+                actionObject.getJSONArray("action_chain"),
+                restoredStageDescriptions
+        );
         ExecutableAction executableAction;
         if ("schedulable".equals(kind)) {
             String scheduleType = actionObject.getString("schedule_type");
@@ -173,11 +181,15 @@ final class ActionPoolStateCodec {
         if (result != null) {
             executableAction.setResult(result);
         }
+        executableAction.getStageDescriptions().putAll(restoredStageDescriptions);
         executableAction.getHistory().putAll(decodeHistory(actionObject.getJSONArray("history")));
         return executableAction;
     }
 
-    private static Map<Integer, List<MetaAction>> decodeActionChain(@Nullable JSONArray actionChainArray) {
+    private static Map<Integer, List<MetaAction>> decodeActionChain(
+            @Nullable JSONArray actionChainArray,
+            Map<Integer, String> stageDescriptions
+    ) {
         Map<Integer, List<MetaAction>> restored = new LinkedHashMap<>();
         if (actionChainArray == null) {
             return toMutableActionChain(restored);
@@ -188,10 +200,14 @@ final class ActionPoolStateCodec {
                 continue;
             }
             Integer stage = stageObject.getInteger("stage");
+            String description = stageObject.getString("description");
             JSONArray actions = stageObject.getJSONArray("actions");
             if (stage == null || actions == null) {
                 continue;
             }
+            if (description != null && !description.isBlank()) {
+                stageDescriptions.put(stage, description);
+            }
             List<MetaAction> metaActions = new ArrayList<>();
             for (int j = 0; j < actions.size(); j++) {
                 JSONObject actionObject = actions.getJSONObject(j);
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/core/action/entity/Action.kt b/Partner-Core/src/main/java/work/slhaf/partner/core/action/entity/Action.kt
index 896a9c14..3f458d39 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/core/action/entity/Action.kt
+++ b/Partner-Core/src/main/java/work/slhaf/partner/core/action/entity/Action.kt
@@ -96,6 +96,11 @@ sealed class ExecutableAction(
      */
     abstract val actionChain: MutableMap<Int, MutableList<MetaAction>>
 
+    /**
+     * 行动阶段描述，用于为每个 stage 提供可落地的执行目标说明
+     */
+    val stageDescriptions: MutableMap<Int, String> = mutableMapOf()
+
     /**
      * 行动阶段（当前阶段）
      */
@@ -143,6 +148,7 @@ sealed class ExecutableAction(
             status = status,
             tendency = tendency,
             actionChainSize = actionChain.size,
+            stageDescriptions = stageDescriptions.toMap(),
             executingStage = executingStage,
             result = result,
             history = history.mapValues { (_, value) -> value.toList() },
@@ -268,6 +274,7 @@ data class ExecutableActionSnapshot(
 
     val tendency: String,
     val actionChainSize: Int,
+    val stageDescriptions: Map<Int, String>,
     val executingStage: Int,
     val result: String?,
     val history: Map<Int, List<HistoryAction>>,
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 06609a7f..e9518fb8 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
@@ -406,7 +406,12 @@ public class ActionExecutor extends AbstractAgentModule.Standalone {
             result.reset();
             metaAction.getParams().clear();
 
-            Result<ExtractorInput> extractorInputResult = assemblyHelper.buildExtractorInput(metaAction.getKey(), actionData.getUuid(), actionData.getDescription());
+            Result<ExtractorInput> extractorInputResult = assemblyHelper.buildExtractorInput(
+                    metaAction.getKey(),
+                    actionData.getUuid(),
+                    actionData.getDescription(),
+                    resolveCurrentStageDescription(actionData, executingStage)
+            );
             AgentRuntimeException exception = extractorInputResult.exceptionOrNull();
             if (exception != null) {
                 failureReason.set(exception.getMessage());
@@ -512,6 +517,10 @@ public class ActionExecutor extends AbstractAgentModule.Standalone {
         }
     }
 
+    private String resolveCurrentStageDescription(ExecutableAction executableAction, int executingStage) {
+        return executableAction.getStageDescriptions().get(executingStage);
+    }
+
     private String buildAttemptFailureReason(String prefix, String detail) {
         if (detail == null || detail.isBlank()) {
             return prefix;
@@ -745,13 +754,14 @@ public class ActionExecutor extends AbstractAgentModule.Standalone {
         private AssemblyHelper() {
         }
 
-        private Result<ExtractorInput> buildExtractorInput(String actionKey, @NotNull String uuid, @NotNull String description) {
+        private Result<ExtractorInput> buildExtractorInput(String actionKey, @NotNull String uuid, @NotNull String description, String currentStageDescription) {
             return actionCapability.loadMetaActionInfo(actionKey).fold(
                     metaActionInfo -> {
                         ExtractorInput input = new ExtractorInput();
                         input.setMetaActionInfo(metaActionInfo);
                         input.setTargetActionId(uuid);
                         input.setTargetActionDesc(description);
+                        input.setCurrentStageDesc(currentStageDescription);
                         return Result.success(input);
                     },
                     Result::failure
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ParamsExtractor.java b/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ParamsExtractor.java
index 0b4568c1..deabb236 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ParamsExtractor.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/ParamsExtractor.java
@@ -29,7 +29,7 @@ public class ParamsExtractor extends AbstractAgentModule.Sub<ExtractorInput, Res
             你会收到：
             - 一条结构化上下文消息，其中可能包含当前行动相关状态、近期交流轨迹、以及活跃记忆切片；
             - 一条任务消息，其中包含：
-              - target_action：本次参数提取所面向的目标行动，用于帮助你判断上下文中哪些内容与当前提取直接相关；
+              - target_action：本次参数提取所面向的目标行动，用于帮助你判断上下文中哪些内容与当前提取直接相关；其中 current_stage_description 表示本次 MetaAction 所属阶段的具体执行目标，应优先用于约束参数提取；
               - meta_action_info：该行动对应的说明，以及允许提取的参数列表。每个 <param name="..."> 节点的文本内容表示该参数的含义或期望内容。
             
             你的任务：
@@ -78,6 +78,9 @@ public class ParamsExtractor extends AbstractAgentModule.Sub<ExtractorInput, Res
                 appendChildElement(document, root, "target_action", block -> {
                     appendTextElement(document, block, "uuid", input.getTargetActionId());
                     appendTextElement(document, block, "description", input.getTargetActionDesc());
+                    if (input.getCurrentStageDesc() != null && !input.getCurrentStageDesc().isBlank()) {
+                        appendTextElement(document, block, "current_stage_description", input.getCurrentStageDesc());
+                    }
                     return Unit.INSTANCE;
                 });
                 appendChildElement(document, root, "meta_action_info", element -> {
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/entity/ExtractorInput.java b/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/entity/ExtractorInput.java
index 8361e8de..61d2bd74 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/entity/ExtractorInput.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/action/executor/entity/ExtractorInput.java
@@ -16,6 +16,11 @@ public class ExtractorInput {
      */
     private String targetActionDesc;
 
+    /**
+     * 当前执行阶段的 description
+     */
+    private String currentStageDesc;
+
     /**
      * 目标 MetaActionInfo
      */
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/ActionEvaluator.java b/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/ActionEvaluator.java
index 138a9aeb..c345ab34 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/ActionEvaluator.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/ActionEvaluator.java
@@ -150,10 +150,13 @@ public class ActionEvaluator extends AbstractAgentModule.Sub<EvaluatorInput, Lis
             
             primaryActionChain：
             - 只在 ok=true 时填写。
-            - 每个元素包含 order 和 actionKeys。
-            - 不要写自然语言步骤。
+            - 每个元素包含 order、description 和 actionKeys。
+            - description 是该 stage 的具体执行目标，用一句短句说明本阶段要获得、检查、修改或触发什么；它不是用户回复文案，也不是完整推理过程。
             - 不要写伪代码。
-            - 若一个能力即可承接，使用单步链。
+            - 若 tendency 包含多个依赖步骤、需要先获取 A 再根据 A 决定 B、需要多次调用同一能力处理不同对象，或需要为后续汇报获取多类事实，应输出多 order 的 primaryActionChain。
+            - 不要为了减少步骤而把复杂诊断、查找、读取、分析全部压缩成单个 command::execute。
+            - 同一个 available_meta_action 可以在不同 order 中重复使用，只要每次对应的阶段目标、参数或对象不同。
+            - 对需要最终汇报的任务，行动链应负责获取支撑汇报所需的事实；最终自然语言汇报由 Communication 基于 action-finished state 完成，不需要把“汇报”本身作为一个 MetaAction。
             
             scheduleData：
             - 仅当 tendency 明确要求未来、周期、延迟、提醒、定时或计划安排时填写。
diff --git a/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/entity/EvaluatorResult.java b/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/entity/EvaluatorResult.java
index d5d5c101..7f11c598 100644
--- a/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/entity/EvaluatorResult.java
+++ b/Partner-Core/src/main/java/work/slhaf/partner/module/action/planner/evaluator/entity/EvaluatorResult.java
@@ -55,6 +55,7 @@ public class EvaluatorResult {
     @Data
     public static class ChainElement {
         private Integer order;
+        private String description;
         private List<String> actionKeys;
     }
 }