diff --git a/packages/core/src/agent/conversation-memory-checkpoint.test.ts b/packages/core/src/agent/conversation-memory-checkpoint.test.ts
index 4d8c7a48..ee45b51f 100644
--- a/packages/core/src/agent/conversation-memory-checkpoint.test.ts
+++ b/packages/core/src/agent/conversation-memory-checkpoint.test.ts
@@ -307,7 +307,71 @@ describe("normalizeCheckpoint extras", () => {
 });
 
 describe("buildCheckpointFromMessages", () => {
-  it("extracts objective from user messages and tool outcomes", () => {
+  it("does not promote ordinary chat into SUMMARY objectives", () => {
+    const messages: ChatMessage[] = [
+      { role: "user", content: "你是谁？" },
+      { role: "assistant", content: "我是 Step CLI 助手。" },
+      { role: "user", content: "你去读取一下README的文件内容。" },
+    ];
+
+    const result = buildCheckpointFromMessages(messages, {
+      fromIndex: 0,
+      toIndex: 3,
+    });
+
+    expect(result.objective).toEqual([]);
+    const summary = renderCheckpointText(
+      mergeCheckpoints(createEmptyCheckpoint(), result),
+    );
+    expect(summary).not.toMatch(/Current Objective|Superseded Objectives/);
+  });
+
+  it("extracts explicit /goal and labeled objective signals", () => {
+    const messages: ChatMessage[] = [
+      { role: "user", content: "你是谁？" },
+      { role: "user", content: "/goal 读取 README 并总结" },
+      { role: "user", content: "Goal: ship the release tonight" },
+    ];
+
+    const result = buildCheckpointFromMessages(messages, {
+      fromIndex: 0,
+      toIndex: 3,
+    });
+
+    expect(result.objective?.map((entry) => entry.text)).toEqual([
+      "读取 README 并总结",
+      "ship the release tonight",
+    ]);
+    expect(result.objective?.[0]!.status).toBe("superseded");
+    expect(result.objective?.[1]!.status).toBe("still_active");
+  });
+
+  it("extracts the goal text from a /goal wake prompt", () => {
+    const messages: ChatMessage[] = [
+      {
+        role: "user",
+        content: [
+          "You are working toward this long-running session goal:",
+          "",
+          "Migrate the auth flow",
+          "",
+          "Goal id: goal-123",
+          "Goal iteration: 1",
+        ].join("\n"),
+      },
+    ];
+
+    const result = buildCheckpointFromMessages(messages, {
+      fromIndex: 0,
+      toIndex: 1,
+    });
+
+    expect(result.objective).toEqual([
+      { text: "Migrate the auth flow", status: "still_active" },
+    ]);
+  });
+
+  it("extracts tool outcomes without treating the user prompt as an objective", () => {
     const messages: ChatMessage[] = [
       { role: "user", content: "Please fix the login bug" },
       {
@@ -353,7 +417,7 @@ describe("buildCheckpointFromMessages", () => {
       toIndex: 5,
     });
 
-    expect(result.objective?.[0]!.text).toContain("login bug");
+    expect(result.objective).toEqual([]);
     // Planned tools + assistant preview + tool summaries
     const actionTexts = (result.attemptedActions ?? []).map((a) => a.text);
     expect(actionTexts.some((t) => t.includes("Planned tools: Read"))).toBe(
diff --git a/packages/core/src/agent/conversation-memory-checkpoint.ts b/packages/core/src/agent/conversation-memory-checkpoint.ts
index f4bac48a..4125b8b0 100644
--- a/packages/core/src/agent/conversation-memory-checkpoint.ts
+++ b/packages/core/src/agent/conversation-memory-checkpoint.ts
@@ -13,6 +13,7 @@ import type {
 import { parseToolResult } from "./conversation-memory-tool-result.js";
 import {
   dedupeMessagesKeepingNewest,
+  extractExplicitObjectiveText,
   renderTranscriptEntrySummary,
 } from "./conversation-memory-transcript.js";
 
@@ -581,8 +582,9 @@ function extractObjectiveCandidates(
     }
 
     const preview = userMessagePreviewText(message).trim();
-    if (preview.length > 0) {
-      candidates.push(preview);
+    const objective = extractExplicitObjectiveText(preview);
+    if (objective) {
+      candidates.push(objective);
     }
   }
 
diff --git a/packages/core/src/agent/conversation-memory-transcript.test.ts b/packages/core/src/agent/conversation-memory-transcript.test.ts
new file mode 100644
index 00000000..ed0b14e1
--- /dev/null
+++ b/packages/core/src/agent/conversation-memory-transcript.test.ts
@@ -0,0 +1,70 @@
+import { describe, expect, it } from "vitest";
+import type { ChatMessage } from "@step-cli/protocol";
+import {
+  buildTranscriptSaveArtifact,
+  extractExplicitObjectiveText,
+} from "./conversation-memory-transcript.js";
+
+describe("extractExplicitObjectiveText", () => {
+  it("ignores ordinary chat prompts from issue #73", () => {
+    expect(extractExplicitObjectiveText("你是谁？")).toBeUndefined();
+    expect(
+      extractExplicitObjectiveText("你去读取一下README的文件内容。"),
+    ).toBeUndefined();
+    expect(extractExplicitObjectiveText("what's next?")).toBeUndefined();
+  });
+
+  it("extracts /goal text and ignores control verbs", () => {
+    expect(extractExplicitObjectiveText("/goal 读取 README")).toBe(
+      "读取 README",
+    );
+    expect(extractExplicitObjectiveText("/goal status")).toBeUndefined();
+    expect(extractExplicitObjectiveText("/goal pause waiting")).toBeUndefined();
+    expect(
+      extractExplicitObjectiveText("/goal start sess-1 ship the feature"),
+    ).toBe("sess-1 ship the feature");
+  });
+
+  it("extracts labeled and wake-prompt objectives", () => {
+    expect(extractExplicitObjectiveText("Goal: ship the release")).toBe(
+      "ship the release",
+    );
+    expect(extractExplicitObjectiveText("当前目标：迁移鉴权")).toBe("迁移鉴权");
+    expect(
+      extractExplicitObjectiveText(
+        [
+          "You are working toward this long-running session goal:",
+          "",
+          "Keep the SUMMARY panel accurate",
+          "",
+          "Goal id: goal-1",
+          "Goal iteration: 0",
+        ].join("\n"),
+      ),
+    ).toBe("Keep the SUMMARY panel accurate");
+  });
+});
+
+describe("buildTranscriptSaveArtifact", () => {
+  it("does not list ordinary user chat under Goals", () => {
+    const messages: ChatMessage[] = [
+      { role: "user", content: "你是谁？" },
+      { role: "assistant", content: "助手" },
+      { role: "user", content: "/goal 读取 README" },
+    ];
+
+    const artifact = buildTranscriptSaveArtifact({
+      workspaceRoot: "/tmp",
+      sessionId: "sess",
+      summarizedFrom: 0,
+      summarizedTo: 3,
+      savedAt: "2026-06-19T10:12:37.000Z",
+      messages,
+    });
+
+    expect(artifact.entry.summaryPreview).toMatch(/Goals:\n- 读取 README/u);
+    expect(artifact.entry.summaryPreview).toContain("User turns:");
+    expect(artifact.entry.summaryPreview).toContain("你是谁？");
+    expect(artifact.entry.summaryPreview).not.toMatch(/Goals:\n- 你是谁？/u);
+  });
+});
diff --git a/packages/core/src/agent/conversation-memory-transcript.ts b/packages/core/src/agent/conversation-memory-transcript.ts
index b4da586e..c06bdf03 100644
--- a/packages/core/src/agent/conversation-memory-transcript.ts
+++ b/packages/core/src/agent/conversation-memory-transcript.ts
@@ -178,15 +178,82 @@ export function buildTranscriptSaveArtifact(
   };
 }
 
+const GOAL_WAKE_INTRO =
+  "You are working toward this long-running session goal:";
+const GOAL_CONTROL_VERBS = new Set(["status", "pause", "resume", "stop"]);
+
+export function extractExplicitObjectiveText(text: string): string | undefined {
+  const raw = text.trim();
+  if (raw.length === 0) {
+    return undefined;
+  }
+
+  return (
+    extractSlashGoalText(raw) ??
+    extractGoalWakeText(raw) ??
+    extractLabeledObjectiveText(raw)
+  );
+}
+
+function extractSlashGoalText(text: string): string | undefined {
+  const firstLine = text.split(/\n/u, 1)[0]?.trim() ?? "";
+  const match = firstLine.match(/^\/goal(?:\s+(.+))?$/iu);
+  const rest = match?.[1]?.trim();
+  if (!rest) {
+    return undefined;
+  }
+
+  const [verb, ...remainder] = rest.split(/\s+/u);
+  if (!verb || GOAL_CONTROL_VERBS.has(verb.toLowerCase())) {
+    return undefined;
+  }
+
+  if (verb.toLowerCase() === "start") {
+    const started = remainder.join(" ").trim();
+    return started.length > 0 ? started : undefined;
+  }
+
+  return rest;
+}
+
+function extractGoalWakeText(text: string): string | undefined {
+  const introIndex = text.toLowerCase().indexOf(GOAL_WAKE_INTRO.toLowerCase());
+  if (introIndex < 0) {
+    return undefined;
+  }
+
+  const afterIntro = text.slice(introIndex + GOAL_WAKE_INTRO.length).trim();
+  const goalBody = afterIntro.split(/\n\s*Goal id:/iu)[0]?.trim();
+  return goalBody && goalBody.length > 0
+    ? normalizeWhitespace(goalBody)
+    : undefined;
+}
+
+function extractLabeledObjectiveText(text: string): string | undefined {
+  const labeled =
+    /(?:^|\n)\s*(?:current\s+(?:objective|goal)|objective|goal)\s*[:：]\s*(.+)$/imu.exec(
+      text,
+    ) ?? /(?:^|\n)\s*(?:当前目标|目标)\s*[:：]\s*(.+)$/mu.exec(text);
+  const value = labeled?.[1]?.trim();
+  return value && value.length > 0 ? normalizeWhitespace(value) : undefined;
+}
+
 function summarizeMessages(messages: ChatMessage[]): string {
   const goals: string[] = [];
+  const userTurns: string[] = [];
   const actions: string[] = [];
   const outcomes: string[] = [];
   const issues: string[] = [];
 
   for (const message of messages) {
     if (message.role === "user") {
-      goals.push(shortenLine(userMessagePreviewText(message), 200));
+      const preview = userMessagePreviewText(message);
+      const objective = extractExplicitObjectiveText(preview);
+      if (objective) {
+        goals.push(shortenLine(objective, 200));
+      } else if (preview.trim().length > 0) {
+        userTurns.push(shortenLine(preview, 200));
+      }
       continue;
     }
 
@@ -227,6 +294,7 @@ function summarizeMessages(messages: ChatMessage[]): string {
 
   const lines: string[] = [];
   pushSection(lines, "Goals", goals, 6);
+  pushSection(lines, "User turns", userTurns, 6);
   pushSection(lines, "Actions", actions, 10);
   pushSection(lines, "Outcomes", outcomes, 8);
   pushSection(lines, "Issues", issues, 6);
diff --git a/packages/core/src/agent/conversation-memory.test.ts b/packages/core/src/agent/conversation-memory.test.ts
index 757070e2..2a9daa76 100644
--- a/packages/core/src/agent/conversation-memory.test.ts
+++ b/packages/core/src/agent/conversation-memory.test.ts
@@ -171,6 +171,42 @@ describe("ConversationMemory", () => {
       const result = memory.forceCompact("test");
       expect(result.compactedMessages).toBeGreaterThan(0);
     });
+
+    it("does not promote ordinary chat into the SUMMARY objective sections", () => {
+      const memory = new ConversationMemory(
+        makeConfig({ minRecentMessages: 1 }),
+      );
+      memory.addUser("你是谁？");
+      memory.addAssistant("我是助手。");
+      memory.addUser("你去读取一下README的文件内容。");
+      memory.addAssistant("好的。");
+
+      const result = memory.forceCompact("issue-73");
+      expect(result.compactedMessages).toBeGreaterThan(0);
+
+      const summary = memory.exportState().summary;
+      expect(summary).not.toMatch(/Current Objective|Superseded Objectives/);
+      expect(summary).not.toContain("你是谁？");
+      expect(summary).not.toContain("你去读取一下README的文件内容。");
+    });
+
+    it("keeps explicit /goal text as the current SUMMARY objective", () => {
+      const memory = new ConversationMemory(
+        makeConfig({ minRecentMessages: 1 }),
+      );
+      memory.addUser("你是谁？");
+      memory.addAssistant("我是助手。");
+      memory.addUser("/goal 读取 README 并总结");
+      memory.addAssistant("开始读取。");
+
+      memory.forceCompact("issue-73");
+
+      const summary = memory.exportState().summary;
+      expect(summary).toContain("Current Objective:");
+      expect(summary).toContain("读取 README 并总结");
+      expect(summary).not.toContain("你是谁？");
+      expect(summary).not.toMatch(/Superseded Objectives/);
+    });
   });
 
   describe("loadState with checkpoint", () => {