feat(toolbox): update toolbox-base configurations

- Update ToolboxStack/output/toolbox-base/Dockerfile with latest container configurations
- Update ToolboxStack/output/toolbox-base/PROMPT with enhanced instructions
- Update ToolboxStack/output/toolbox-base/README.md with current documentation
- Update ToolboxStack/output/toolbox-base/build.sh with improved build process
- Update ToolboxStack/output/toolbox-base/docker-compose.yml with refined service definitions
- Update ToolboxStack/output/toolbox-base/run.sh with enhanced runtime configuration

These changes improve the base developer environment configurations.

ToolboxStack/output/toolbox-base/docker-compose.yml

@@ -18,3 +18,14 @@ services:
       - .:/workspace:rw
       - ${HOME}/.local/share/mise:/home/toolbox/.local/share/mise:rw
       - ${HOME}/.cache/mise:/home/toolbox/.cache/mise:rw
+      # AI CLI tool configuration and cache directories
+      - ${HOME}/.config/openai:/home/toolbox/.config/openai:rw
+      - ${HOME}/.config/gemini:/home/toolbox/.config/gemini:rw
+      - ${HOME}/.config/qwen:/home/toolbox/.config/qwen:rw
+      - ${HOME}/.config/code:/home/toolbox/.config/code:rw
+      - ${HOME}/.config/opencode:/home/toolbox/.config/opencode:rw
+      - ${HOME}/.cache/openai:/home/toolbox/.cache/openai:rw
+      - ${HOME}/.cache/gemini:/home/toolbox/.cache/gemini:rw
+      - ${HOME}/.cache/qwen:/home/toolbox/.cache/qwen:rw
+      - ${HOME}/.cache/code:/home/toolbox/.cache/code:rw
+      - ${HOME}/.cache/opencode:/home/toolbox/.cache/opencode:rw