diff --git a/wren-ui/public/images/learning/question-sql-pairs.png b/wren-ui/public/images/learning/question-sql-pairs.png
new file mode 100644
index 0000000000..5420b7a49b
Binary files /dev/null and b/wren-ui/public/images/learning/question-sql-pairs.png differ
diff --git a/wren-ui/src/components/learning/guide/stories.tsx b/wren-ui/src/components/learning/guide/stories.tsx
index 010c774002..4f49ac66a1 100644
--- a/wren-ui/src/components/learning/guide/stories.tsx
+++ b/wren-ui/src/components/learning/guide/stories.tsx
@@ -2,7 +2,9 @@ import { useState } from 'react';
 import { createRoot } from 'react-dom/client';
 import { NextRouter } from 'next/router';
 import { Select } from 'antd';
+import styled from 'styled-components';
 import { ModelIcon, TranslateIcon } from '@/utils/icons';
+import { RobotSVG } from '@/utils/svgs';
 import { renderToString } from 'react-dom/server';
 import {
   Dispatcher,
@@ -19,6 +21,13 @@ import {
 import { TEMPLATE_OPTIONS as SAMPLE_DATASET_INFO } from '@/components/pages/setup/utils';
 import { getLanguageText } from '@/utils/language';
 import * as events from '@/utils/events';
+import { nextTick } from '@/utils/time';
+
+const RobotIcon = styled(RobotSVG)`
+  width: 24px;
+  height: 24px;
+`;
+
 const defaultConfigs: DriverConfig = {
   progressText: '{{current}} / {{total}}',
   nextBtnText: 'Next',
@@ -41,6 +50,10 @@ export const makeStoriesPlayer =
           playDataModelingGuide(...args, dispatcher),
         [LEARNING.SWITCH_PROJECT_LANGUAGE]: () =>
           playSwitchProjectLanguageGuide(...args, dispatcher),
+        [LEARNING.QUESTION_SQL_PAIRS_GUIDE]: () =>
+          playQuestionSQLPairsGuide(...args, dispatcher),
+        [LEARNING.SAVE_TO_KNOWLEDGE]: () =>
+          playSaveToKnowledgeGuide(...args, dispatcher),
       }[id] || null;
     return action && action();
   };
@@ -350,3 +363,173 @@ const playSwitchProjectLanguageGuide = (
   ]);
   $driver.drive();
 };
+
+const playQuestionSQLPairsGuide = (
+  $driver: DriverObj,
+  _router: NextRouter,
+  _payload: StoryPayload,
+  dispatcher: Dispatcher,
+) => {
+  if ($driver === null) {
+    console.error('Driver object is not initialized.');
+    return;
+  }
+
+  if ($driver.isActive()) $driver.destroy();
+
+  $driver.setConfig({ ...defaultConfigs, showProgress: true });
+  $driver.setSteps([
+    {
+      popover: {
+        title: renderToString(
+          <div className="pt-4">
+            <div className="-mx-4" style={{ minHeight: 317 }}>
+              <img
+                className="mb-4"
+                src="/images/learning/question-sql-pairs.png"
+                alt="question-sql-pairs-guide"
+              />
+            </div>
+            Build Your Knowledge Base
+          </div>,
+        ),
+        description: renderToString(
+          <>
+            Create and manage <b>Question-SQL Pairs</b> to refine Wren AI’s SQL
+            generation. You can manually add pairs here or go to Home, ask a
+            question, and save the correct answer to Knowledge. The more you
+            save, the smarter Wren AI becomes!
+          </>,
+        ),
+        onPopoverRender: (popoverDom: DriverPopoverDOM) => {
+          resetPopoverStyle(popoverDom, 640);
+        },
+        doneBtnText: 'Get Started',
+        onNextClick: () => {
+          $driver.destroy();
+          dispatcher?.onDone && dispatcher.onDone();
+        },
+      },
+    },
+  ]);
+  $driver.drive();
+};
+
+const playSaveToKnowledgeGuide = async (
+  $driver: DriverObj,
+  _router: NextRouter,
+  _payload: StoryPayload,
+  dispatcher: Dispatcher,
+) => {
+  if ($driver === null) {
+    console.error('Driver object is not initialized.');
+    return;
+  }
+  if ($driver.isActive()) $driver.destroy();
+
+  $driver.setConfig({ ...defaultConfigs, showProgress: false });
+
+  const selectors = {
+    saveToKnowledge:
+      '[data-guideid="last-answer-result"] [data-guideid="save-to-knowledge"]',
+    previewData:
+      '[data-guideid="last-answer-result"] [data-guideid="text-answer-preview-data"]',
+  };
+
+  $driver.setSteps([
+    {
+      element: selectors.saveToKnowledge,
+      popover: {
+        side: 'top',
+        align: 'start',
+        title: renderToString(
+          <>
+            <div className="mb-1">
+              <RobotIcon />
+            </div>
+            Save to Knowledge
+          </>,
+        ),
+        description: renderToString(
+          <>
+            If the AI-generated answer is correct, save it as a{' '}
+            <b>Question-SQL Pairs</b> to improve AI learning. If it's incorrect,
+            refine it with follow-ups before saving to ensure accuracy.
+          </>,
+        ),
+        onPopoverRender: (popoverDom: DriverPopoverDOM) => {
+          resetPopoverStyle(popoverDom, 360);
+        },
+        doneBtnText: 'Got it',
+        onNextClick: () => {
+          $driver.destroy();
+          dispatcher?.onDone && dispatcher.onDone();
+        },
+      },
+    },
+  ]);
+
+  let mutationObserver: MutationObserver | null = null;
+  let intersectionObserver: IntersectionObserver | null = null;
+
+  const cleanMutationObserverup = () => {
+    // if MutationObserver is listening to the element, disable it
+    if (mutationObserver) {
+      mutationObserver.disconnect();
+      mutationObserver = null;
+    }
+  };
+
+  const cleanIntersectionObserverup = () => {
+    if (intersectionObserver) {
+      intersectionObserver.disconnect();
+      intersectionObserver = null;
+    }
+  };
+
+  const startDriver = () => {
+    const target = document.querySelector(
+      selectors.previewData,
+    ) as HTMLElement | null;
+
+    if (!target) return false;
+
+    cleanMutationObserverup();
+
+    // use IntersectionObserver to ensure the element is in viewport before driving
+    intersectionObserver = new IntersectionObserver(
+      async (entries) => {
+        for (const entry of entries) {
+          if (entry.isIntersecting) {
+            cleanIntersectionObserverup();
+
+            await nextTick(700);
+            $driver.drive();
+            return;
+          }
+        }
+      },
+      { threshold: 0.5 }, // 50% of the element is visible
+    );
+
+    intersectionObserver.observe(target);
+    return true;
+  };
+
+  // try to start Driver.js
+  if (startDriver()) return;
+
+  // if the target element not appear, use MutationObserver to listen DOM changes
+  mutationObserver = new MutationObserver(() => {
+    if (startDriver()) {
+      cleanMutationObserverup();
+    }
+  });
+
+  mutationObserver.observe(document.body, { childList: true, subtree: true });
+
+  // 60 seconds after, observer will be cleared
+  await nextTick(60000);
+  cleanMutationObserverup();
+  cleanIntersectionObserverup();
+};
diff --git a/wren-ui/src/components/learning/guide/utils.ts b/wren-ui/src/components/learning/guide/utils.ts
index e23fd3f816..4f68bec47d 100644
--- a/wren-ui/src/components/learning/guide/utils.ts
+++ b/wren-ui/src/components/learning/guide/utils.ts
@@ -22,4 +22,8 @@ export enum LEARNING {
   SWITCH_PROJECT_LANGUAGE = 'SWITCH_PROJECT_LANGUAGE',
   SHARE_RESULTS = 'SHARE_RESULTS',
   VIEW_FULL_SQL = 'VIEW_FULL_SQL',
+
+  // knowledge
+  QUESTION_SQL_PAIRS_GUIDE = 'QUESTION_SQL_PAIRS_GUIDE',
+  SAVE_TO_KNOWLEDGE = 'SAVE_TO_KNOWLEDGE',
 }
diff --git a/wren-ui/src/components/learning/index.tsx b/wren-ui/src/components/learning/index.tsx
index 74dbb1e30b..5441bf7010 100644
--- a/wren-ui/src/components/learning/index.tsx
+++ b/wren-ui/src/components/learning/index.tsx
@@ -262,39 +262,63 @@ export default function SidebarSection(_props: Props) {
         stories.some((item) => !learningRecord.paths.includes(item.id)),
       );
 
-      // play the data modeling guide if it's not finished
-      if (
-        router.pathname === Path.Modeling &&
-        !learningRecord.paths.includes(LEARNING.DATA_MODELING_GUIDE)
-      ) {
-        nextTick(1000).then(() => {
+      const routerAction = {
+        [Path.Modeling]: async () => {
+          const isGuideDone = learningRecord.paths.includes(
+            LEARNING.DATA_MODELING_GUIDE,
+          );
           const isSkipBefore = !!window.sessionStorage.getItem(
             'skipDataModelingGuide',
           );
-          if (isSkipBefore) return;
-          $guide.current?.play(LEARNING.DATA_MODELING_GUIDE, {
-            onDone: () => saveRecord(LEARNING.DATA_MODELING_GUIDE),
-          });
-        });
-      }
-
-      if (
-        router.pathname === Path.Home &&
-        !learningRecord.paths.includes(LEARNING.SWITCH_PROJECT_LANGUAGE)
-      ) {
-        nextTick(1000).then(() => {
+          if (!(isGuideDone || isSkipBefore)) {
+            await nextTick(1000);
+            $guide.current?.play(LEARNING.DATA_MODELING_GUIDE, {
+              onDone: () => saveRecord(LEARNING.DATA_MODELING_GUIDE),
+            });
+          }
+        },
+        [Path.Home]: async () => {
+          const isGuideDone = learningRecord.paths.includes(
+            LEARNING.SWITCH_PROJECT_LANGUAGE,
+          );
           const isSkipBefore = !!window.sessionStorage.getItem(
             'skipSwitchProjectLanguageGuide',
           );
-          if (isSkipBefore) return;
-          $guide.current?.play(LEARNING.SWITCH_PROJECT_LANGUAGE, {
-            onDone: () => saveRecord(LEARNING.SWITCH_PROJECT_LANGUAGE),
-            onSaveLanguage: saveLanguage,
-          });
-        });
-      }
+          if (!(isGuideDone || isSkipBefore)) {
+            await nextTick(1000);
+            $guide.current?.play(LEARNING.SWITCH_PROJECT_LANGUAGE, {
+              onDone: () => saveRecord(LEARNING.SWITCH_PROJECT_LANGUAGE),
+              onSaveLanguage: saveLanguage,
+            });
+          }
+        },
+        [Path.Thread]: async () => {
+          const isGuideDone = learningRecord.paths.includes(
+            LEARNING.SAVE_TO_KNOWLEDGE,
+          );
+          if (!isGuideDone) {
+            await nextTick(1500);
+            $guide.current?.play(LEARNING.SAVE_TO_KNOWLEDGE, {
+              onDone: () => saveRecord(LEARNING.SAVE_TO_KNOWLEDGE),
+            });
+          }
+        },
+        [Path.KnowledgeQuestionSQLPairs]: async () => {
+          const isGuideDone = learningRecord.paths.includes(
+            LEARNING.QUESTION_SQL_PAIRS_GUIDE,
+          );
+          if (!isGuideDone) {
+            await nextTick(1000);
+            $guide.current?.play(LEARNING.QUESTION_SQL_PAIRS_GUIDE, {
+              onDone: () => saveRecord(LEARNING.QUESTION_SQL_PAIRS_GUIDE),
+            });
+          }
+        },
+      };
+
+      routerAction[router.pathname] && routerAction[router.pathname]();
     }
-  }, [learningRecordResult?.learningRecord]);
+  }, [learningRecordResult?.learningRecord, router.pathname]);
 
   useEffect(() => {
     collapseBlock(active);
@@ -305,35 +329,35 @@ export default function SidebarSection(_props: Props) {
   };
 
   // Hide learning section if the page not in whitelist
-  if (!isLearningAccessible(router.pathname)) return null;
-
   return (
     <>
       <LearningGuide ref={$guide} />
-      <div className="border-t border-gray-4">
-        <div
-          className="px-4 py-1 d-flex align-center cursor-pointer select-none"
-          onClick={onCollapseBarClick}
-        >
-          <div className="flex-grow-1">
-            <ReadOutlined className="mr-1" />
-            Learning
+      {isLearningAccessible(router.pathname) && (
+        <div className="border-t border-gray-4">
+          <div
+            className="px-4 py-1 d-flex align-center cursor-pointer select-none"
+            onClick={onCollapseBarClick}
+          >
+            <div className="flex-grow-1">
+              <ReadOutlined className="mr-1" />
+              Learning
+            </div>
+            <RightOutlined
+              className="text-sm"
+              style={{ transform: `rotate(${active ? '90deg' : '0deg'})` }}
+            />
           </div>
-          <RightOutlined
-            className="text-sm"
-            style={{ transform: `rotate(${active ? '90deg' : '0deg'})` }}
-          />
+          <CollapseBlock ref={$collapseBlock}>
+            <ListIterator data={stories} />
+            <div className="px-4 py-2 d-flex align-center">
+              <Progress total={total} current={current} />
+              <span className="text-xs gray-6 text-nowrap pl-2">
+                {current}/{total} Finished
+              </span>
+            </div>
+          </CollapseBlock>
         </div>
-        <CollapseBlock ref={$collapseBlock}>
-          <ListIterator data={stories} />
-          <div className="px-4 py-2 d-flex align-center">
-            <Progress total={total} current={current} />
-            <span className="text-xs gray-6 text-nowrap pl-2">
-              {current}/{total} Finished
-            </span>
-          </div>
-        </CollapseBlock>
-      </div>
+      )}
     </>
   );
 }
diff --git a/wren-ui/src/components/pages/home/promptThread/AnswerResult.tsx b/wren-ui/src/components/pages/home/promptThread/AnswerResult.tsx
index 02e830334e..96f4194e16 100644
--- a/wren-ui/src/components/pages/home/promptThread/AnswerResult.tsx
+++ b/wren-ui/src/components/pages/home/promptThread/AnswerResult.tsx
@@ -273,6 +273,7 @@ export default function AnswerResult(props: Props) {
                 { isCreateMode: true },
               )
             }
+            data-guideid="save-to-knowledge"
           >
             <div className="d-flex align-center">
               <RobotSVG className="mr-2" />
diff --git a/wren-ui/src/components/pages/home/promptThread/TextBasedAnswer.tsx b/wren-ui/src/components/pages/home/promptThread/TextBasedAnswer.tsx
index 1fb6dcbf9c..b7468ca135 100644
--- a/wren-ui/src/components/pages/home/promptThread/TextBasedAnswer.tsx
+++ b/wren-ui/src/components/pages/home/promptThread/TextBasedAnswer.tsx
@@ -177,7 +177,10 @@ export default function TextBasedAnswer(
             </Button>
 
             {previewDataResult?.data?.previewData && (
-              <div className="mt-2 mb-3">
+              <div
+                className="mt-2 mb-3"
+                data-guideid="text-answer-preview-data"
+              >
                 <Text type="secondary" className="text-sm">
                   Considering the limit of the context window, we retrieve up to
                   500 rows of results to generate the answer.
diff --git a/wren-ui/src/components/pages/home/promptThread/index.tsx b/wren-ui/src/components/pages/home/promptThread/index.tsx
index aded37ac5b..4976b68fd1 100644
--- a/wren-ui/src/components/pages/home/promptThread/index.tsx
+++ b/wren-ui/src/components/pages/home/promptThread/index.tsx
@@ -98,7 +98,10 @@ const AnswerResultTemplate: React.FC<
   const isLastThreadResponse = id === lastResponseId;
 
   return (
-    <div key={`${id}-${index}`}>
+    <div
+      key={`${id}-${index}`}
+      data-guideid={isLastThreadResponse ? `last-answer-result` : undefined}
+    >
       {index > 0 && <Divider />}
       <AnswerResult
         motion={motion}
diff --git a/wren-ui/src/utils/enum/path.ts b/wren-ui/src/utils/enum/path.ts
index e1738cc19f..da60fc6229 100644
--- a/wren-ui/src/utils/enum/path.ts
+++ b/wren-ui/src/utils/enum/path.ts
@@ -1,6 +1,7 @@
 export enum Path {
   Home = '/home',
   HomeDashboard = '/home/dashboard',
+  Thread = '/home/[id]',
   Modeling = '/modeling',
   Onboarding = '/setup',
   OnboardingConnection = '/setup/connection',