diff --git a/frontend-web/src/strategy-components/components/resource-management/llmwiki/WeKnoraKnowledgeDetailPage.tsx b/frontend-web/src/strategy-components/components/resource-management/llmwiki/WeKnoraKnowledgeDetailPage.tsx
index 919cb543..ddbff9ac 100644
--- a/frontend-web/src/strategy-components/components/resource-management/llmwiki/WeKnoraKnowledgeDetailPage.tsx
+++ b/frontend-web/src/strategy-components/components/resource-management/llmwiki/WeKnoraKnowledgeDetailPage.tsx
@@ -87,11 +87,16 @@ export function WeKnoraKnowledgeDetailPage() {
     void createLlmWikiWeKnoraEmbedSession(knowledgeBaseId, preferredTab)
       .then((session) => {
         if (cancelled) return;
-        const base = getBackendBaseURL().replace(/\/+$/, "");
-        const path = session.frame_path.startsWith("/")
-          ? session.frame_path
-          : `/${session.frame_path}`;
-        const nextUrl = new URL(`${base}${path}`);
+        const framePath = session.frame_path || "";
+        const backendBase = getBackendBaseURL().replace(/\/+$/, "");
+        const backendOrigin = backendBase
+          ? new URL(backendBase, window.location.origin).origin
+          : window.location.origin;
+        const nextUrl = /^https?:\/\//i.test(framePath)
+          ? new URL(framePath)
+          : framePath.startsWith("/")
+            ? new URL(framePath, backendOrigin)
+            : new URL(`${backendBase || backendOrigin}/${framePath.replace(/^\/+/, "")}`);
         nextUrl.searchParams.set("theme", collectThemePayload().theme);
         setFrameSrc(nextUrl.toString());
       })
diff --git a/offline-backend-20260512/backend/app/gateway/routers/llmwiki.py b/offline-backend-20260512/backend/app/gateway/routers/llmwiki.py
index a9b542f2..5e0800e1 100644
--- a/offline-backend-20260512/backend/app/gateway/routers/llmwiki.py
+++ b/offline-backend-20260512/backend/app/gateway/routers/llmwiki.py
@@ -9,7 +9,7 @@ import re
 import time
 from dataclasses import replace
 from typing import Any, Literal
-from urllib.parse import quote, urlencode
+from urllib.parse import quote, urlencode, urlsplit
 
 import httpx
 from fastapi import APIRouter, BackgroundTasks, File, HTTPException, Query, Request, UploadFile
@@ -501,12 +501,67 @@ def _escape_script_json(value: Any) -> str:
     return json.dumps(value, ensure_ascii=False, separators=(",", ":")).replace("</", "<\\/")
 
 
+def _normalize_public_prefix(value: str | None) -> str:
+    raw = (value or "").strip()
+    if not raw:
+        return ""
+    if "://" in raw:
+        try:
+            raw = urlsplit(raw).path
+        except ValueError:
+            return ""
+    if not raw.startswith("/"):
+        raw = f"/{raw}"
+    raw = raw.rstrip("/")
+    return "" if raw == "/" else raw
+
+
+def _request_public_prefix(request: Request) -> str:
+    headers = request.headers
+    for key in ("x-forwarded-prefix", "x-script-name"):
+        prefix = _normalize_public_prefix(headers.get(key))
+        if prefix:
+            return prefix
+    return _normalize_public_prefix(str(request.scope.get("root_path") or ""))
+
+
+def _with_public_prefix(prefix: str, path: str) -> str:
+    if not path.startswith("/"):
+        path = f"/{path}"
+    return f"{prefix}{path}" if prefix else path
+
+
+def _rewrite_weknora_html_public_paths(html: str, public_prefix: str) -> str:
+    if not public_prefix:
+        return html
+    for path in (
+        "/platform",
+        "/assets",
+        "/locales",
+        "/tdesign-icons",
+        "/api/v1",
+        "/favicon.ico",
+        "/favicon.svg",
+        "/config.js",
+        "/logo.svg",
+        "/manifest.webmanifest",
+    ):
+        prefixed = f"{public_prefix}{path}"
+        html = re.sub(
+            rf'(?P<q>["\'(=]){re.escape(path)}(?P<next>[/?"\'\)])',
+            rf"\g<q>{prefixed}\g<next>",
+            html,
+        )
+    return html
+
+
 def _weknora_embed_injection(
     *,
     allowed_path: str,
     tab: str,
     session: dict[str, Any],
     ctx: WeKnoraEmbedContext,
+    public_prefix: str = "",
 ) -> str:
     tenant_id = _tenant_id_from_session(session)
     user = session.get("user") if isinstance(session.get("user"), dict) else {}
@@ -520,7 +575,8 @@ def _weknora_embed_injection(
         "tenantId": tenant_id,
         "user": user,
         "tenant": tenant,
-        "apiPrefix": _WEKNORA_EMBED_API_PREFIX,
+        "publicPrefix": public_prefix,
+        "apiPrefix": _with_public_prefix(public_prefix, _WEKNORA_EMBED_API_PREFIX),
     }
     data = _escape_script_json(payload)
     return f"""
@@ -658,8 +714,19 @@ html.deerflow-weknora-embed [class*=" guide__"] {{
   function rewriteApiUrl(value) {{
     try {{
       const next = new URL(value, location.origin);
-      if (next.origin !== location.origin || !next.pathname.startsWith("/api/v1/")) return value;
-      next.pathname = cfg.apiPrefix + next.pathname;
+      if (next.origin !== location.origin) return value;
+      const publicPrefix = cfg.publicPrefix || "";
+      const apiPath = "/api/v1/";
+      const publicApiPath = publicPrefix + apiPath;
+      let upstreamPath = "";
+      if (next.pathname.startsWith(publicApiPath)) {{
+        upstreamPath = next.pathname.slice(publicPrefix.length);
+      }} else if (next.pathname.startsWith(apiPath)) {{
+        upstreamPath = next.pathname;
+      }} else {{
+        return value;
+      }}
+      next.pathname = cfg.apiPrefix + upstreamPath;
       return next.href;
     }} catch (_) {{
       return value;
@@ -911,9 +978,24 @@ html.deerflow-weknora-embed [class*=" guide__"] {{
 """
 
 
-def _inject_weknora_embed_html(html: bytes, *, allowed_path: str, tab: str, session: dict[str, Any], ctx: WeKnoraEmbedContext) -> bytes:
+def _inject_weknora_embed_html(
+    html: bytes,
+    *,
+    allowed_path: str,
+    tab: str,
+    session: dict[str, Any],
+    ctx: WeKnoraEmbedContext,
+    public_prefix: str = "",
+) -> bytes:
     text = html.decode("utf-8", errors="replace")
-    injection = _weknora_embed_injection(allowed_path=allowed_path, tab=tab, session=session, ctx=ctx)
+    text = _rewrite_weknora_html_public_paths(text, public_prefix)
+    injection = _weknora_embed_injection(
+        allowed_path=allowed_path,
+        tab=tab,
+        session=session,
+        ctx=ctx,
+        public_prefix=public_prefix,
+    )
     if "</head>" in text:
         text = text.replace("</head>", f"{injection}</head>", 1)
     else:
@@ -986,8 +1068,19 @@ async def _proxy_weknora_request(
                 separators=(",", ":"),
             ).encode("utf-8")
     if not is_api and "text/html" in content_type.lower():
-        allowed_path = f"/platform/knowledge-bases/{quote(ctx.weknora_id, safe='')}"
-        content = _inject_weknora_embed_html(content, allowed_path=allowed_path, tab=tab, session=session, ctx=ctx)
+        public_prefix = _request_public_prefix(request)
+        allowed_path = _with_public_prefix(
+            public_prefix,
+            f"/platform/knowledge-bases/{quote(ctx.weknora_id, safe='')}",
+        )
+        content = _inject_weknora_embed_html(
+            content,
+            allowed_path=allowed_path,
+            tab=tab,
+            session=session,
+            ctx=ctx,
+            public_prefix=public_prefix,
+        )
         content_type = "text/html; charset=utf-8"
 
     headers_out = _safe_response_headers(response.headers)
@@ -1355,7 +1448,10 @@ async def create_weknora_detail_session(
     """Create a signed iframe session using the normal DeerFlow API auth path."""
 
     weknora_id, payload = await _prepare_weknora_embed_session(request, mapping_id)
-    target = _weknora_embed_target_path(weknora_id, tab)
+    target = _with_public_prefix(
+        _request_public_prefix(request),
+        _weknora_embed_target_path(weknora_id, tab),
+    )
     response = JSONResponse(
         {
             "frame_path": target,
@@ -1375,7 +1471,10 @@ async def open_weknora_detail_frame(
     """Start a short-lived, DeerFlow-authorized WeKnora detail iframe session."""
 
     weknora_id, payload = await _prepare_weknora_embed_session(request, mapping_id)
-    target = _weknora_embed_target_path(weknora_id, tab)
+    target = _with_public_prefix(
+        _request_public_prefix(request),
+        _weknora_embed_target_path(weknora_id, tab),
+    )
     response = RedirectResponse(target, status_code=302)
     _set_weknora_embed_cookie(request, response, payload)
     return response
@@ -1389,7 +1488,8 @@ async def proxy_weknora_platform_page(request: Request, proxied_path: str = "")
     allowed_path = f"/platform/knowledge-bases/{ctx.weknora_id}"
     if requested != allowed_path:
         target_query = urlencode({"tab": request.query_params.get("tab") or "wiki"})
-        return RedirectResponse(f"{allowed_path}?{target_query}", status_code=302)
+        public_target = _with_public_prefix(_request_public_prefix(request), allowed_path)
+        return RedirectResponse(f"{public_target}?{target_query}", status_code=302)
     runtime = _runtime_for_iframe_proxy(request)
     return await _proxy_weknora_request(
         request,
@@ -1438,7 +1538,7 @@ async def proxy_weknora_root_asset(request: Request) -> Response:
     return await _proxy_weknora_request(
         request,
         target_base_url=runtime.web_base_url,
-        upstream_path=request.url.path,
+        upstream_path=str(request.scope.get("path") or request.url.path),
         ctx=ctx,
         is_api=False,
     )
diff --git a/offline-backend-20260512/backend/tests/test_llmwiki_weknora.py b/offline-backend-20260512/backend/tests/test_llmwiki_weknora.py
index 67806c8b..474c8cb1 100644
--- a/offline-backend-20260512/backend/tests/test_llmwiki_weknora.py
+++ b/offline-backend-20260512/backend/tests/test_llmwiki_weknora.py
@@ -29,6 +29,7 @@ def _request(
     query: str = "",
     cookies: dict[str, str] | None = None,
     request_headers: dict[str, str] | None = None,
+    root_path: str = "",
 ) -> Request:
     headers: list[tuple[bytes, bytes]] = [
         (key.lower().encode(), value.encode()) for key, value in (request_headers or {}).items()
@@ -40,6 +41,7 @@ def _request(
             "type": "http",
             "method": "GET",
             "path": path,
+            "root_path": root_path,
             "query_string": query.encode(),
             "headers": headers,
             "scheme": "http",
@@ -229,6 +231,34 @@ async def test_weknora_session_endpoint_sets_cookie_and_returns_platform_path(mo
     assert ctx.can_write is True
 
 
+@pytest.mark.asyncio
+async def test_weknora_session_endpoint_preserves_reverse_proxy_prefix(monkeypatch: pytest.MonkeyPatch) -> None:
+    from app.gateway.routers import llmwiki as llmwiki_router
+
+    async def authorized_mapping(*_: object, **__: object) -> tuple[dict[str, str], str, bool]:
+        return {"id": "local-kb", "weknora_id": "remote-kb", "name": "KB"}, "user-a", False
+
+    class Store:
+        async def get_authorized(self, *_: object, **__: object) -> dict[str, str]:
+            return {"id": "local-kb", "weknora_id": "remote-kb"}
+
+    monkeypatch.setattr(llmwiki_router, "_runtime_for_iframe_proxy", lambda _: object())
+    monkeypatch.setattr(llmwiki_router, "_authorized_mapping", authorized_mapping)
+    monkeypatch.setattr(llmwiki_router, "_store", lambda _: Store())
+
+    response = await llmwiki_router.create_weknora_detail_session(
+        _request(
+            "/api/llmwiki/knowledge-bases/local-kb/weknora/session",
+            request_headers={"X-Forwarded-Prefix": "/deerflow"},
+        ),
+        "local-kb",
+        tab="wiki",
+    )
+
+    payload = json.loads(response.body)
+    assert payload["frame_path"] == "/deerflow/platform/knowledge-bases/remote-kb?tab=wiki"
+
+
 @pytest.mark.asyncio
 async def test_weknora_client_keeps_anonymous_mode_without_admin_credentials() -> None:
     requests: list[httpx.Request] = []
@@ -996,6 +1026,34 @@ def test_weknora_iframe_hides_current_outer_sidebar_shell() -> None:
     assert '".main > .aside_box"' in injection
 
 
+def test_weknora_iframe_html_rewrites_public_prefix_paths() -> None:
+    from app.gateway.routers import llmwiki as llmwiki_router
+
+    ctx = llmwiki_router.WeKnoraEmbedContext(
+        mapping_id="local-kb",
+        weknora_id="remote-kb",
+        user_id="user-a",
+        is_admin=False,
+        can_write=False,
+        exp=4_102_444_800,
+    )
+    html = b'<html><head><script src="/assets/index.js"></script></head><body>fetch("/api/v1/auth/me")</body></html>'
+
+    injected = llmwiki_router._inject_weknora_embed_html(
+        html,
+        allowed_path="/deerflow/platform/knowledge-bases/remote-kb",
+        tab="wiki",
+        session={},
+        ctx=ctx,
+        public_prefix="/deerflow",
+    ).decode()
+
+    assert 'src="/deerflow/assets/index.js"' in injected
+    assert 'fetch("/deerflow/api/v1/auth/me")' in injected
+    assert '"apiPrefix":"/deerflow/api/llmwiki/weknora-embed"' in injected
+    assert '"allowedPath":"/deerflow/platform/knowledge-bases/remote-kb"' in injected
+
+
 def test_weknora_iframe_filters_kb_list_to_current_mapping() -> None:
     from app.gateway.routers import llmwiki as llmwiki_router