INIclaw / docs /reference /architecture.md
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metadata
title:
  page: IniClaw Architecture β€” Plugin, Blueprint, and Sandbox Structure
  nav: Architecture
description: >-
  Plugin structure, blueprint lifecycle, sandbox environment, and inference
  routing.
keywords:
  - iniclaw architecture
  - iniclaw plugin blueprint structure
topics:
  - generative_ai
  - ai_agents
tags:
  - openclaw
  - openshell
  - sandboxing
  - blueprints
  - inference_routing
content:
  type: reference
  difficulty: intermediate
  audience:
    - developer
    - engineer
status: published

Architecture

IniClaw has two main components: a TypeScript plugin that integrates with the OpenClaw CLI, and a Python blueprint that orchestrates OpenShell resources.

IniClaw Plugin

The plugin is a thin TypeScript package that registers commands under openclaw iniclaw. It runs in-process with the OpenClaw gateway and handles user-facing CLI interactions.

iniclaw/
β”œβ”€β”€ src/
β”‚   β”œβ”€β”€ index.ts                    Plugin entry β€” registers all commands
β”‚   β”œβ”€β”€ cli.ts                      Commander.js subcommand wiring
β”‚   β”œβ”€β”€ commands/
β”‚   β”‚   β”œβ”€β”€ launch.ts               Fresh install into OpenShell
β”‚   β”‚   β”œβ”€β”€ connect.ts              Interactive shell into sandbox
β”‚   β”‚   β”œβ”€β”€ status.ts               Blueprint run state + sandbox health
β”‚   β”‚   β”œβ”€β”€ logs.ts                 Stream blueprint and sandbox logs
β”‚   β”‚   └── slash.ts                /iniclaw chat command handler
β”‚   └── blueprint/
β”‚       β”œβ”€β”€ resolve.ts              Version resolution, cache management
β”‚       β”œβ”€β”€ fetch.ts                Download blueprint from OCI registry
β”‚       β”œβ”€β”€ verify.ts               Digest verification, compatibility checks
β”‚       β”œβ”€β”€ exec.ts                 Subprocess execution of blueprint runner
β”‚       └── state.ts                Persistent state (run IDs)
β”œβ”€β”€ openclaw.plugin.json            Plugin manifest
└── package.json                    Commands declared under openclaw.extensions

IniClaw Blueprint

The blueprint is a versioned Python artifact with its own release stream. The plugin resolves, verifies, and executes the blueprint as a subprocess. The blueprint drives all interactions with the OpenShell CLI.

iniclaw-blueprint/
β”œβ”€β”€ blueprint.yaml                  Manifest β€” version, profiles, compatibility
β”œβ”€β”€ orchestrator/
β”‚   └── runner.py                   CLI runner β€” plan / apply / status
β”œβ”€β”€ policies/
β”‚   └── openclaw-sandbox.yaml       Strict baseline network + filesystem policy

Blueprint Lifecycle

flowchart LR
    A[resolve] --> B[verify digest]
    B --> C[plan]
    C --> D[apply]
    D --> E[status]
  1. Resolve. The plugin locates the blueprint artifact and checks the version against min_openshell_version and min_openclaw_version constraints in blueprint.yaml.
  2. Verify. The plugin checks the artifact digest against the expected value.
  3. Plan. The runner determines what OpenShell resources to create or update, such as the gateway, providers, sandbox, inference route, and policy.
  4. Apply. The runner executes the plan by calling openshell CLI commands.
  5. Status. The runner reports current state.

Sandbox Environment

The sandbox runs the ghcr.io/nvidia/openshell-community/sandboxes/openclaw container image. Inside the sandbox:

  • OpenClaw runs with the IniClaw plugin pre-installed.
  • Inference calls are routed through OpenShell to the configured provider.
  • Network egress is restricted by the baseline policy in openclaw-sandbox.yaml.
  • Filesystem access is confined to /sandbox and /tmp for read-write access, with system paths read-only.

Inference Routing

Inference requests from the agent never leave the sandbox directly. OpenShell intercepts them and routes to the configured provider:

Agent (sandbox)  ──▢  OpenShell gateway  ──▢  NVIDIA cloud (build.nvidia.com)

Refer to Inference Profiles for provider configuration details.