diff --git a/docker-compose.yml b/docker-compose.yml
index 627b581..a6f7250 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -8,4 +8,6 @@ services:
     container_name: ittoview
     ports:
       - "11.144.144.9:8035:80"
+    volumes:
+      - ./src/data/image:/usr/share/nginx/html/learning-images:ro
     restart: always
diff --git a/nginx.conf b/nginx.conf
index c862cb2..f8dd0ee 100644
--- a/nginx.conf
+++ b/nginx.conf
@@ -9,6 +9,14 @@ server {
         try_files $uri $uri/ /index.html;
     }
 
+    # 一图流图片目录，由 Docker 挂载提供，支持运行时新增图片
+    location /learning-images/ {
+        alias /usr/share/nginx/html/learning-images/;
+        autoindex on;
+        charset utf-8;
+        add_header Cache-Control "no-store";
+    }
+
     # 静态资源缓存
     location /assets {
         expires 1y;
diff --git a/src/data/image/05-范围管理找问题.png b/src/data/image/05-范围管理找问题.png
new file mode 100644
index 0000000..77c8983
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diff --git a/src/data/image/06-整合与范围管理一图流.png b/src/data/image/06-整合与范围管理一图流.png
new file mode 100644
index 0000000..4dac552
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diff --git a/src/data/image/07-进度与成本管理一图流.png b/src/data/image/07-进度与成本管理一图流.png
new file mode 100644
index 0000000..79b4766
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diff --git a/src/data/image/08-质量与资源管理一图流.png b/src/data/image/08-质量与资源管理一图流.png
new file mode 100644
index 0000000..ac14347
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diff --git a/src/data/image/09-沟通与风险管理一图流.png b/src/data/image/09-沟通与风险管理一图流.png
new file mode 100644
index 0000000..88adaf7
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diff --git a/src/data/image/10-采购与干系人管理一图流.png b/src/data/image/10-采购与干系人管理一图流.png
new file mode 100644
index 0000000..78a4ff0
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diff --git a/src/pages/LearningMapsPage.tsx b/src/pages/LearningMapsPage.tsx
index 52b4176..39fcbb6 100644
--- a/src/pages/LearningMapsPage.tsx
+++ b/src/pages/LearningMapsPage.tsx
@@ -15,19 +15,41 @@ type Point = {
   y: number
 }
 
-const imageModules = import.meta.glob('../data/image/*.{png,jpg,jpeg,webp,avif,gif}', {
-  eager: true,
-  import: 'default',
-  query: '?url',
-}) as Record<string, string>
+const IMAGE_DIRECTORY = '/learning-images/'
+const IMAGE_EXTENSIONS = /\.(png|jpe?g|webp|avif|gif)$/i
 
-const learningMapImages: LearningMapImage[] = Object.entries(imageModules)
-  .map(([path, src]) => {
-    const fileName = decodeURIComponent(path.split('/').pop() || 'learning-map')
-    const title = fileName.replace(/\.[^.]+$/, '')
-    return { src, fileName, title }
-  })
-  .sort((a, b) => a.fileName.localeCompare(b.fileName, 'zh-CN', { numeric: true }))
+function imageHrefToItem(href: string): LearningMapImage | null {
+  const cleanHref = href.split('?')[0].split('#')[0]
+  const rawFileName = cleanHref.split('/').pop()
+
+  if (!rawFileName || rawFileName === '..' || !IMAGE_EXTENSIONS.test(rawFileName)) {
+    return null
+  }
+
+  const fileName = decodeURIComponent(rawFileName)
+  const title = fileName.replace(/\.[^.]+$/, '')
+
+  return {
+    src: `${IMAGE_DIRECTORY}${encodeURIComponent(fileName)}`,
+    fileName,
+    title,
+  }
+}
+
+async function loadLearningMapImages() {
+  const response = await fetch(IMAGE_DIRECTORY, { cache: 'no-store' })
+  if (!response.ok) {
+    throw new Error('无法读取学习图谱')
+  }
+
+  const html = await response.text()
+  const documentHtml = new DOMParser().parseFromString(html, 'text/html')
+
+  return Array.from(documentHtml.querySelectorAll<HTMLAnchorElement>('a'))
+    .map((link) => imageHrefToItem(link.getAttribute('href') || ''))
+    .filter((item): item is LearningMapImage => Boolean(item))
+    .sort((a, b) => a.fileName.localeCompare(b.fileName, 'zh-CN', { numeric: true }))
+}
 
 function getDistance(a: Point, b: Point) {
   return Math.hypot(a.x - b.x, a.y - b.y)
@@ -61,11 +83,61 @@ async function blobToPngBlob(blob: Blob) {
   })
 }
 
+function LazyLearningMapImage({ image }: { image: LearningMapImage }) {
+  const containerRef = useRef<HTMLDivElement | null>(null)
+  const [shouldLoad, setShouldLoad] = useState(false)
+  const [isLoaded, setIsLoaded] = useState(false)
+
+  useEffect(() => {
+    const container = containerRef.current
+    if (!container || shouldLoad) return
+
+    const observer = new IntersectionObserver(
+      ([entry]) => {
+        if (!entry.isIntersecting) return
+        setShouldLoad(true)
+        observer.disconnect()
+      },
+      {
+        rootMargin: '700px 0px',
+        threshold: 0.01,
+      }
+    )
+
+    observer.observe(container)
+
+    return () => observer.disconnect()
+  }, [shouldLoad])
+
+  return (
+    <div ref={containerRef} className="relative min-h-64 w-full overflow-hidden bg-gray-100 dark:bg-gray-900">
+      {!isLoaded && (
+        <div className="absolute inset-0 animate-pulse bg-gradient-to-br from-gray-100 via-gray-50 to-gray-200 dark:from-gray-900 dark:via-gray-800 dark:to-gray-900" />
+      )}
+      {shouldLoad && (
+        <img
+          src={image.src}
+          alt={image.title}
+          loading="lazy"
+          decoding="async"
+          onLoad={() => setIsLoaded(true)}
+          className={clsx(
+            'w-full object-contain transition duration-300 group-hover:scale-[1.01]',
+            isLoaded ? 'opacity-100' : 'opacity-0'
+          )}
+        />
+      )}
+    </div>
+  )
+}
+
 export function LearningMapsPage() {
   const [activeIndex, setActiveIndex] = useState<number | null>(null)
   const [scale, setScale] = useState(1)
   const [offset, setOffset] = useState<Point>({ x: 0, y: 0 })
   const [isDragging, setIsDragging] = useState(false)
+  const [learningMapImages, setLearningMapImages] = useState<LearningMapImage[]>([])
+  const [isLoadingImages, setIsLoadingImages] = useState(true)
   const [message, setMessage] = useState('')
   const pointersRef = useRef(new Map<number, Point>())
   const lastDragPointRef = useRef<Point | null>(null)
@@ -80,6 +152,29 @@ export function LearningMapsPage() {
     [offset.x, offset.y, scale]
   )
 
+
+  useEffect(() => {
+    let isMounted = true
+
+    loadLearningMapImages()
+      .then((images) => {
+        if (!isMounted) return
+        setLearningMapImages(images)
+      })
+      .catch(() => {
+        if (!isMounted) return
+        setLearningMapImages([])
+      })
+      .finally(() => {
+        if (!isMounted) return
+        setIsLoadingImages(false)
+      })
+
+    return () => {
+      isMounted = false
+    }
+  }, [])
+
   const showMessage = (text: string) => {
     setMessage(text)
     window.setTimeout(() => setMessage(''), 1800)
@@ -241,7 +336,11 @@ export function LearningMapsPage() {
         <p className="mt-1 text-sm text-gray-500 dark:text-gray-400">用一张图看清知识结构。</p>
       </div>
 
-      {learningMapImages.length > 0 ? (
+      {isLoadingImages ? (
+        <div className="rounded-2xl bg-white p-8 text-center text-sm text-gray-500 shadow-sm ring-1 ring-gray-200 dark:bg-gray-800 dark:text-gray-400 dark:ring-gray-700">
+          正在加载学习图谱
+        </div>
+      ) : learningMapImages.length > 0 ? (
         <motion.div
           initial="hidden"
           animate="visible"
@@ -256,12 +355,7 @@ export function LearningMapsPage() {
               onClick={() => openViewer(index)}
               className="group mb-4 block w-full break-inside-avoid overflow-hidden rounded-2xl bg-white text-left shadow-sm ring-1 ring-gray-200 transition duration-200 hover:-translate-y-0.5 hover:shadow-lg hover:ring-indigo-200 dark:bg-gray-800 dark:ring-gray-700 dark:hover:ring-indigo-500/50"
             >
-              <img
-                src={image.src}
-                alt={image.title}
-                loading="lazy"
-                className="w-full bg-gray-100 object-contain transition duration-300 group-hover:scale-[1.01] dark:bg-gray-900"
-              />
+              <LazyLearningMapImage image={image} />
             </motion.button>
           ))}
         </motion.div>