> This page is for version 3.3.0 (default).
> For other versions, use one of these documentation indexes:
> - 3.3.0 (default): https://docs.nvidia.com/vss/3.3.0/llms.txt
> - Dev: https://docs.nvidia.com/vss/dev/llms.txt

> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/vss/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/vss/_mcp/server.

# Development Workflow

This section covers how to deploy, customize, and extend the Warehouse Operations Blueprint, from running a deployment profile to generating training data and finetuning the models behind it.

* [Deployment & Customization](/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization) - Deployment profiles (2D, 2D with agents, 3D, and MV3DT) and how to customize each one.
* [Simulation and Synthetic Data Generation](/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation) - Build digital-twin scenes and generate synthetic data with camera calibration and ground truth for perception models.
* [Model Finetuning](/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning) - Finetuning guidance for RT-DETR and Sparse4D, plus an overview of Cosmos Reasoner.