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

# Dev Notes

> In-depth guides, tutorials, and insights about synthetic data generation with NeMo Data Designer.

Welcome to NeMo Data Designer Dev Notes — in-depth guides, benchmark write-ups, and insights from the team building NeMo Data Designer.

#### [Designing Nemotron-Personas](/dev-notes/designing-nemotron-personas)

#### [Mitigating Prompt Sensitivity](/dev-notes/prompt-sensitivity)

#### [Retriever SDG Plugin](/dev-notes/retriever-sdg-toolkit)

#### [Have It Your Way](/dev-notes/have-it-your-way)

#### [Training a VLM to Understand Long Documents](/dev-notes/vlm-long-document-understanding)

#### [Push Datasets to Hugging Face Hub](/dev-notes/push-datasets-to-hugging-face-hub)

#### [Engineering an Enterprise-Grade Text-to-SQL Dataset](/dev-notes/text-to-sql-for-nemotron-super)

#### [Async All the Way Down](/dev-notes/async-all-the-way-down)

#### [Owning the Model Stack](/dev-notes/owning-the-model-stack)

#### [Data Designer Got Skills](/dev-notes/data-designer-got-skills)

#### [Search Agent SFT Data](/dev-notes/search-agent)

#### [Structured Outputs from Nemotron](/dev-notes/structured-outputs-from-nemotron)

#### [Deep Research Trajectories](/dev-notes/deep-research-trajectories)

#### [Designing Data Designer](/dev-notes/design-principles)

#### [Graduate-Level Science Reasoning (RQA)](/dev-notes/rqa-dataset)