diff --git a/docs/docs/en/src/development/offline_build.md b/docs/docs/en/src/development/offline_build.md
index 6389e7d52c..c45cc57ca9 100644
--- a/docs/docs/en/src/development/offline_build.md
+++ b/docs/docs/en/src/development/offline_build.md
@@ -76,7 +76,7 @@ The resolution order is therefore:
 | `VSAG_THIRDPARTY_JSON` | nlohmann/json 3.11.3 | `github.com/nlohmann/json/.../v3.11.3.tar.gz` | always |
 | `VSAG_THIRDPARTY_ANTLR4` | ANTLR4 runtime 4.13.2 | `github.com/antlr/antlr4/.../4.13.2.tar.gz` | always |
 | `VSAG_THIRDPARTY_BOOST` | Boost 1.67.0 (headers) | `archives.boost.io/.../boost_1_67_0.tar.gz` | always |
-| `VSAG_THIRDPARTY_OPENBLAS` | OpenBLAS 0.3.23 | `github.com/OpenMathLib/OpenBLAS/.../OpenBLAS-0.3.23.tar.gz` | default BLAS backend (when not using system / MKL) |
+| `VSAG_THIRDPARTY_OPENBLAS` | OpenBLAS 0.3.24 | `github.com/OpenMathLib/OpenBLAS/.../OpenBLAS-0.3.24.tar.gz` | default BLAS backend (when not using system / MKL) |
 | `VSAG_THIRDPARTY_CPUINFO` | pytorch/cpuinfo | `github.com/pytorch/cpuinfo/archive/ca678952...tar.gz` | always |
 | `VSAG_THIRDPARTY_FMT` | fmt 10.2.1 | `github.com/fmtlib/fmt/.../10.2.1.tar.gz` | always (unless system fmt) |
 | `VSAG_THIRDPARTY_THREAD_POOL` | log4cplus/ThreadPool | `github.com/log4cplus/ThreadPool/archive/3507796e...tar.gz` | always |
@@ -129,7 +129,7 @@ export VSAG_MIRROR=https://mirror.corp.example.com/vsag-thirdparty
 export VSAG_THIRDPARTY_JSON=$VSAG_MIRROR/v3.11.3.tar.gz
 export VSAG_THIRDPARTY_ANTLR4=$VSAG_MIRROR/antlr4-4.13.2.tar.gz
 export VSAG_THIRDPARTY_BOOST=$VSAG_MIRROR/boost_1_67_0.tar.gz
-export VSAG_THIRDPARTY_OPENBLAS=$VSAG_MIRROR/OpenBLAS-0.3.23.tar.gz
+export VSAG_THIRDPARTY_OPENBLAS=$VSAG_MIRROR/OpenBLAS-0.3.24.tar.gz
 export VSAG_THIRDPARTY_CPUINFO=$VSAG_MIRROR/cpuinfo-ca678952.tar.gz
 export VSAG_THIRDPARTY_FMT=$VSAG_MIRROR/fmt-10.2.1.tar.gz
 export VSAG_THIRDPARTY_THREAD_POOL=$VSAG_MIRROR/thread_pool-3507796e.tar.gz
@@ -141,7 +141,7 @@ make release
 
 An OSS / S3 bucket works identically — just use its public (or
 network-reachable) object URL, for example
-`https://my-bucket.oss-cn-hangzhou.aliyuncs.com/vsag/OpenBLAS-0.3.23.tar.gz`.
+`https://my-bucket.oss-cn-hangzhou.aliyuncs.com/vsag/OpenBLAS-0.3.24.tar.gz`.
 
 ### B. Pre-downloaded local files (fully air-gapped)
 
@@ -152,7 +152,7 @@ On a machine that has *no* network at all, copy the archives onto the box first
 export VSAG_THIRDPARTY_JSON=/data/vsag-deps/v3.11.3.tar.gz
 export VSAG_THIRDPARTY_ANTLR4=/data/vsag-deps/antlr4-4.13.2.tar.gz
 export VSAG_THIRDPARTY_BOOST=/data/vsag-deps/boost_1_67_0.tar.gz
-export VSAG_THIRDPARTY_OPENBLAS=/data/vsag-deps/OpenBLAS-0.3.23.tar.gz
+export VSAG_THIRDPARTY_OPENBLAS=/data/vsag-deps/OpenBLAS-0.3.24.tar.gz
 export VSAG_THIRDPARTY_CPUINFO=/data/vsag-deps/cpuinfo-ca678952.tar.gz
 export VSAG_THIRDPARTY_FMT=/data/vsag-deps/fmt-10.2.1.tar.gz
 export VSAG_THIRDPARTY_THREAD_POOL=/data/vsag-deps/thread_pool-3507796e.tar.gz
@@ -171,7 +171,7 @@ If only one download is unreliable, override just that one and let the rest use
 the defaults:
 
 ```bash
-export VSAG_THIRDPARTY_OPENBLAS=https://mirror.corp.example.com/OpenBLAS-0.3.23.tar.gz
+export VSAG_THIRDPARTY_OPENBLAS=https://mirror.corp.example.com/OpenBLAS-0.3.24.tar.gz
 make release
 ```
 
diff --git a/docs/docs/zh/src/development/offline_build.md b/docs/docs/zh/src/development/offline_build.md
index 80c3e26cee..0eb07d27f1 100644
--- a/docs/docs/zh/src/development/offline_build.md
+++ b/docs/docs/zh/src/development/offline_build.md
@@ -64,7 +64,7 @@ ExternalProject_Add (antlr4
 | `VSAG_THIRDPARTY_JSON` | nlohmann/json 3.11.3 | `github.com/nlohmann/json/.../v3.11.3.tar.gz` | 始终 |
 | `VSAG_THIRDPARTY_ANTLR4` | ANTLR4 runtime 4.13.2 | `github.com/antlr/antlr4/.../4.13.2.tar.gz` | 始终 |
 | `VSAG_THIRDPARTY_BOOST` | Boost 1.67.0（头文件） | `archives.boost.io/.../boost_1_67_0.tar.gz` | 始终 |
-| `VSAG_THIRDPARTY_OPENBLAS` | OpenBLAS 0.3.23 | `github.com/OpenMathLib/OpenBLAS/.../OpenBLAS-0.3.23.tar.gz` | 默认 BLAS 后端（未使用系统库 / MKL 时） |
+| `VSAG_THIRDPARTY_OPENBLAS` | OpenBLAS 0.3.24 | `github.com/OpenMathLib/OpenBLAS/.../OpenBLAS-0.3.24.tar.gz` | 默认 BLAS 后端（未使用系统库 / MKL 时） |
 | `VSAG_THIRDPARTY_CPUINFO` | pytorch/cpuinfo | `github.com/pytorch/cpuinfo/archive/ca678952...tar.gz` | 始终 |
 | `VSAG_THIRDPARTY_FMT` | fmt 10.2.1 | `github.com/fmtlib/fmt/.../10.2.1.tar.gz` | 始终（除非使用系统 fmt） |
 | `VSAG_THIRDPARTY_THREAD_POOL` | log4cplus/ThreadPool | `github.com/log4cplus/ThreadPool/archive/3507796e...tar.gz` | 始终 |
@@ -113,7 +113,7 @@ export VSAG_MIRROR=https://mirror.corp.example.com/vsag-thirdparty
 export VSAG_THIRDPARTY_JSON=$VSAG_MIRROR/v3.11.3.tar.gz
 export VSAG_THIRDPARTY_ANTLR4=$VSAG_MIRROR/antlr4-4.13.2.tar.gz
 export VSAG_THIRDPARTY_BOOST=$VSAG_MIRROR/boost_1_67_0.tar.gz
-export VSAG_THIRDPARTY_OPENBLAS=$VSAG_MIRROR/OpenBLAS-0.3.23.tar.gz
+export VSAG_THIRDPARTY_OPENBLAS=$VSAG_MIRROR/OpenBLAS-0.3.24.tar.gz
 export VSAG_THIRDPARTY_CPUINFO=$VSAG_MIRROR/cpuinfo-ca678952.tar.gz
 export VSAG_THIRDPARTY_FMT=$VSAG_MIRROR/fmt-10.2.1.tar.gz
 export VSAG_THIRDPARTY_THREAD_POOL=$VSAG_MIRROR/thread_pool-3507796e.tar.gz
@@ -124,7 +124,7 @@ make release
 ```
 
 OSS / S3 存储桶用法完全相同——直接使用其公网（或网络可达）的对象 URL，例如
-`https://my-bucket.oss-cn-hangzhou.aliyuncs.com/vsag/OpenBLAS-0.3.23.tar.gz`。
+`https://my-bucket.oss-cn-hangzhou.aliyuncs.com/vsag/OpenBLAS-0.3.24.tar.gz`。
 
 ### B. 预先下载的本地文件（完全离线）
 
@@ -135,7 +135,7 @@ OSS / S3 存储桶用法完全相同——直接使用其公网（或网络可
 export VSAG_THIRDPARTY_JSON=/data/vsag-deps/v3.11.3.tar.gz
 export VSAG_THIRDPARTY_ANTLR4=/data/vsag-deps/antlr4-4.13.2.tar.gz
 export VSAG_THIRDPARTY_BOOST=/data/vsag-deps/boost_1_67_0.tar.gz
-export VSAG_THIRDPARTY_OPENBLAS=/data/vsag-deps/OpenBLAS-0.3.23.tar.gz
+export VSAG_THIRDPARTY_OPENBLAS=/data/vsag-deps/OpenBLAS-0.3.24.tar.gz
 export VSAG_THIRDPARTY_CPUINFO=/data/vsag-deps/cpuinfo-ca678952.tar.gz
 export VSAG_THIRDPARTY_FMT=/data/vsag-deps/fmt-10.2.1.tar.gz
 export VSAG_THIRDPARTY_THREAD_POOL=/data/vsag-deps/thread_pool-3507796e.tar.gz
@@ -153,7 +153,7 @@ make release
 如果只有某一个下载不稳定，只覆盖它即可，其余继续使用默认地址：
 
 ```bash
-export VSAG_THIRDPARTY_OPENBLAS=https://mirror.corp.example.com/OpenBLAS-0.3.23.tar.gz
+export VSAG_THIRDPARTY_OPENBLAS=https://mirror.corp.example.com/OpenBLAS-0.3.24.tar.gz
 make release
 ```
 
diff --git a/extern/openblas/openblas.cmake b/extern/openblas/openblas.cmake
index e2e2b8e0af..743c577d3d 100644
--- a/extern/openblas/openblas.cmake
+++ b/extern/openblas/openblas.cmake
@@ -172,10 +172,8 @@ if (NOT OPENBLAS_FOUND)
     message (STATUS "Building OpenBLAS from source")
 
     set (openblas_urls
-        https://github.com/OpenMathLib/OpenBLAS/releases/download/v0.3.23/OpenBLAS-0.3.23.tar.gz
-        # this url is maintained by the vsag project, if it's broken, please try
-        #  the latest commit or contact the vsag project
-        https://vsagcache.oss-rg-china-mainland.aliyuncs.com/openblas/OpenBLAS-0.3.23.tar.gz
+        https://github.com/OpenMathLib/OpenBLAS/releases/download/v0.3.24/OpenBLAS-0.3.24.tar.gz
+        https://sourceforge.net/projects/openblas/files/v0.3.24/OpenBLAS-0.3.24.tar.gz/download
     )
     if (DEFINED ENV{VSAG_THIRDPARTY_OPENBLAS})
         message (STATUS "Using local path for openblas: $ENV{VSAG_THIRDPARTY_OPENBLAS}")
@@ -194,8 +192,8 @@ if (NOT OPENBLAS_FOUND)
     ExternalProject_Add (
         ${name}
         URL ${openblas_urls}
-        URL_HASH MD5=115634b39007de71eb7e75cf7591dfb2
-        DOWNLOAD_NAME OpenBLAS-v0.3.23.tar.gz
+        URL_HASH MD5=23599a30e4ce887590957d94896789c8
+        DOWNLOAD_NAME OpenBLAS-v0.3.24.tar.gz
         PREFIX ${CMAKE_CURRENT_BINARY_DIR}/${name}
         TMP_DIR ${BUILD_INFO_DIR}
         STAMP_DIR ${BUILD_INFO_DIR}