diff --git a/INSTALL.md b/INSTALL.md
index d3d8c2c3b..15e14584a 100644
--- a/INSTALL.md
+++ b/INSTALL.md
@@ -1,4 +1,4 @@
-# SAGE-DB-Bench 安装指南
+# CANDOR-Bench 安装指南
 
 本指南提供了多种安装方式，适用于不同的使用场景。
 
@@ -24,8 +24,8 @@
 
 ```bash
 # 1. 克隆仓库（不包含子模块）
-git clone https://github.com/intellistream/SAGE-DB-Bench.git
-cd SAGE-DB-Bench
+git clone --recursive https://github.com/DataSysResearch/CANDOR-Bench.git
+cd CANDOR-Bench
 
 # 2. 安装Python依赖
 pip install -r requirements.txt
@@ -49,8 +49,8 @@ python -m pytest tests/ -v
 
 ```bash
 # 克隆主仓库
-git clone https://github.com/intellistream/SAGE-DB-Bench.git
-cd SAGE-DB-Bench
+git clone --recursive https://github.com/DataSysResearch/CANDOR-Bench.git
+cd CANDOR-Bench
 
 # 初始化并更新所有子模块
 git submodule update --init --recursive
@@ -194,8 +194,8 @@ conda install -c conda-forge faiss-cpu  # 或 faiss-gpu
 pip install gdown
 
 # 克隆仓库
-git clone --recursive https://github.com/intellistream/SAGE-DB-Bench.git
-cd SAGE-DB-Bench
+git clone --recursive https://github.com/DataSysResearch/CANDOR-Bench.git
+cd CANDOR-Bench
 
 # 编译其他算法
 cd algorithms_impl
@@ -393,6 +393,6 @@ python run_experiments.py
 
 ## 🆘 获取帮助
 
-- **Issues**: https://github.com/intellistream/SAGE-DB-Bench/issues
-- **Discussions**: https://github.com/intellistream/SAGE-DB-Bench/discussions
+- **Issues**: https://github.com/DataSysResearch/CANDOR-Bench/issues
+- **Discussions**: https://github.com/DataSysResearch/CANDOR-Bench/discussions
 - **Email**: [维护者邮箱]
diff --git a/README.md b/README.md
index a50cb3785..cab8ee8cd 100644
--- a/README.md
+++ b/README.md
@@ -31,7 +31,7 @@ This repository accompanies the following paper:
 
 ```bash
 # Clone the repo (with submodules)
-git clone --recursive https://github.com/intellistream/CANDOR-Bench.git
+git clone --recursive https://github.com/DataSysResearch/CANDOR-Bench.git
 cd CANDOR-Bench
 
 # Run the deployment script
diff --git a/README.zh-CN.md b/README.zh-CN.md
index 852890e12..36ff27c46 100644
--- a/README.zh-CN.md
+++ b/README.zh-CN.md
@@ -8,7 +8,7 @@
 
 ```bash
 # 克隆仓库（包含 submodules）
-git clone --recursive https://github.com/intellistream/CANDOR-Bench.git
+git clone --recursive https://github.com/DataSysResearch/CANDOR-Bench.git
 cd CANDOR-Bench
 
 # 运行部署脚本
diff --git a/algorithms_impl/DiskANN/CMakeLists.txt b/algorithms_impl/DiskANN/CMakeLists.txt
index dc07c69d8..e023b5a4e 100644
--- a/algorithms_impl/DiskANN/CMakeLists.txt
+++ b/algorithms_impl/DiskANN/CMakeLists.txt
@@ -177,7 +177,10 @@ else()
     elseif(EXISTS ${MKL_PATH}/libmkl_def.so)
         set(MKL_DEF_SO ${MKL_PATH}/libmkl_def.so)
     else()
-        message(FATAL_ERROR "Despite finding MKL, libmkl_def.so was not found in expected locations.")
+        # oneMKL 2026 no longer ships this internal dispatch library. The
+        # documented static link set below remains sufficient without it.
+        set(MKL_DEF_SO "")
+        message(STATUS "Optional libmkl_def was not found; using the standard oneMKL static link set.")
     endif()
     link_directories(${MKL_PATH})
     include_directories(${MKL_INCLUDE_PATH})
diff --git a/deploy.sh b/deploy.sh
index e070239b5..f44698604 100755
--- a/deploy.sh
+++ b/deploy.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 # ============================================================================
-# SAGE-DB-Bench 部署脚本
+# CANDOR-Bench 部署脚本
 # ============================================================================
 #
 # 本脚本会：
@@ -118,7 +118,7 @@ print_info "Python 版本: $(python3.10 --version)"
 # ============================================================================
 # 开始部署
 # ============================================================================
-print_banner "SAGE-DB-Bench 部署"
+print_banner "CANDOR-Bench 部署"
 
 SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
 cd "$SCRIPT_DIR"
diff --git a/install.sh b/install.sh
index 66db9327b..c091254a7 100755
--- a/install.sh
+++ b/install.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# SAGE-DB-Bench 自动安装脚本
+# CANDOR-Bench 自动安装脚本
 # 用于快速在Linux/macOS上部署完整环境
 
 set -e  # 遇到错误立即退出
@@ -225,7 +225,7 @@ show_usage() {
     cat << EOF
 
 ${GREEN}═══════════════════════════════════════════════════════════${NC}
-${GREEN}  SAGE-DB-Bench Installation Complete!${NC}
+${GREEN}  CANDOR-Bench Installation Complete!${NC}
 ${GREEN}═══════════════════════════════════════════════════════════${NC}
 
 Next steps:
@@ -248,8 +248,8 @@ Documentation:
   - algorithms_impl/README.md - Algorithm compilation
 
 Need help?
-  - Issues: https://github.com/intellistream/SAGE-DB-Bench/issues
-  - Docs: https://github.com/intellistream/SAGE-DB-Bench
+  - Issues: https://github.com/DataSysResearch/CANDOR-Bench/issues
+  - Docs: https://github.com/DataSysResearch/CANDOR-Bench
 
 ${GREEN}═══════════════════════════════════════════════════════════${NC}
 
@@ -259,7 +259,7 @@ EOF
 # 主函数
 main() {
     echo ""
-    log_info "SAGE-DB-Bench Installation Script"
+    log_info "CANDOR-Bench Installation Script"
     echo ""
     
     # 创建日志目录