diff --git a/Makefile b/Makefile
index b360e5b..e29bc2c 100644
--- a/Makefile
+++ b/Makefile
@@ -2,32 +2,25 @@
 SHELL := /bin/bash
 
 # 定义变量
-REGISTRY_LOCAL ?= localhost:5000
 REGISTRY ?= crpi-kbfsbvlqwt19zxum-vpc.cn-hongkong.personal.cr.aliyuncs.com/registry-yqxpro
 GIT_SHA := $(shell git rev-parse --short HEAD)
 
 # 定义所有需要构建的子目录
 SUBDIRS = common-base develop-base universal-base
 
-# 默认目标：按顺序构建所有子目录
 all: $(SUBDIRS)
 
-# 模式规则：每个目录目标都依赖对应的目录
-%: %/
-	@echo "Building $@ Finished"
-
 # 目录构建规则
-%/:
+$(SUBDIRS):
 	@echo "Building $@..."
 	@pushd $@ && \
 		npx devcontainer build \
 			--platform linux/amd64,linux/arm64 \
-			--image-name $(REGISTRY_LOCAL)/devcontainers/$@ --push \
-			--cache-to type=registry,ref=$(REGISTRY_LOCAL)/devcontainers/$@:buildcache,mode=max \
-			--cache-from type=registry,ref=$(REGISTRY_LOCAL)/devcontainers/$@:buildcache && \
-		docker tag $(REGISTRY_LOCAL)/devcontainers/$@ $(REGISTRY)/devcontainers/$@:$(GIT_SHA) && \
-		docker push $(REGISTRY)/devcontainers/$@:$(GIT_SHA) && \
+			--image-name $(REGISTRY)/devcontainers/$@ \
+			--cache-to type=local,dest=$(HOME)/docker-buildcache/devcontainers/$@,mode=max \
+			--cache-from type=local,src=$(HOME)/docker-buildcache/devcontainers/$@ && \
+		docker push $(REGISTRY)/devcontainers/$@ &&\
 		popd
 
 # 伪目标声明
-.PHONY: all parallel clean $(SUBDIRS)
+.PHONY: all $(SUBDIRS)