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/README.md

@@ -46,9 +46,10 @@ The compose service mounts the current repo to `/workspace` (read/write) and run
 | **Shells & Prompts** | 🐚 `zsh` • 🐟 `fish` • 🧑‍💻 `bash` • ⭐ `starship` • 💎 `oh-my-zsh` | Starship prompt enabled for all shells; oh-my-zsh configured with `git` + `fzf` plugins. |
 | **Runtime & CLI Managers** | 🪄 `mise` • 💧 `aqua` | `mise` handles language/tool runtimes (activation wired into zsh/bash/fish); `aqua` manages standalone CLIs with config at `~/.config/aquaproj-aqua/aqua.yaml`. |
 | **Core CLI Utilities** | 📦 `curl` • 📥 `wget` • 🔐 `ca-certificates` • 🧭 `git` • 🔧 `build-essential` + headers (`pkg-config`, `libssl-dev`, `zlib1g-dev`, `libffi-dev`, `libsqlite3-dev`, `libreadline-dev`, `make`) • 🔍 `ripgrep` • 🧭 `fzf` • 📁 `fd` • 📖 `bat` • 🔗 `openssh-client` • 🧵 `tmux` • 🖥️ `screen` • 📈 `htop` • 📉 `btop` • ♻️ `entr` • 📊 `jq` • 🌐 `httpie` • ☕ `tea` • 🧮 `bc` | Provides ergonomic defaults plus toolchain deps for compiling runtimes (no global language installs). |
-| **Aqua-Managed CLIs** | 🐙 `gh` • 🌀 `lazygit` • 🪄 `direnv` • 🎨 `git-delta` • 🧭 `zoxide` • 🧰 `just` • 🧾 `yq` • ⚡ `xh` • 🌍 `curlie` • 🏠 `chezmoi` • 🛠️ `shfmt` • ✅ `shellcheck` • 🐳 `hadolint` • 🐍 `uv` • 🔁 `watchexec` | Extend via `~/.config/aquaproj-aqua/aqua.yaml` and run `aqua install`. Direnv logging is muted and hooks for direnv/zoxide are pre-configured for zsh, bash, and fish. |
+| **Aqua-Managed CLIs** | 🐙 `gh` • 🌀 `lazygit` • 🪄 `direnv` • 🎨 `git-delta` • 🧭 `zoxide` • 🧰 `just` • 🧾 `yq` • ⚡ `xh` • 🌍 `curlie` • 🏠 `chezmoi` • 🛠️ `shfmt` • ✅ `shellcheck` • 🐳 `hadolint` • 🐍 `uv` • 🔁 `watchexec` | Extend via `~/.config/aquaproj-aqua/aqua.yaml`. These packages are baked into the image at build time for consistency and reproducibility. Direnv logging is muted and hooks for direnv/zoxide are pre-configured for zsh, bash, and fish. |
 | **AI CLI Tools** | 🧠 `@just-every/code` • 🤖 `@qwen-code/qwen-code` • 💎 `@google/gemini-cli` • 🔮 `@openai/codex` • 🌐 `opencode-ai` | AI-powered command-line tools for enhanced development workflows. Node.js is installed via mise to support npm package installation. |
 | **Container Workflow** | 🐳 Docker socket mount (`/var/run/docker.sock`) | Enables Docker CLIs inside the container; host Docker daemon required. |
+| **AI Tool Configuration** | 🧠 Host directories for AI tools | Host directories for AI tool configuration and cache are mounted to maintain persistent settings and data across container runs. |
 | **Runtime Environment** | 👤 Non-root user `toolbox` (UID/GID mapped) • 🗂️ `/workspace` mount | Maintains host permissions and isolates artifacts under `artifacts/ToolboxStack/toolbox-base`. |
 
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