> This page is for version v0.9.7.
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> - v0.9.6: https://docs.nvidia.com/nemo/datadesigner/v0.9.6/llms.txt
> - v0.9.5: https://docs.nvidia.com/nemo/datadesigner/v0.9.5/llms.txt
> - v0.9.4: https://docs.nvidia.com/nemo/datadesigner/v0.9.4/llms.txt
> - v0.9.3: https://docs.nvidia.com/nemo/datadesigner/v0.9.3/llms.txt
> - v0.9.2: https://docs.nvidia.com/nemo/datadesigner/v0.9.2/llms.txt
> - v0.9.1: https://docs.nvidia.com/nemo/datadesigner/v0.9.1/llms.txt
> - v0.9.0: https://docs.nvidia.com/nemo/datadesigner/v0.9.0/llms.txt
> - v0.8.0: https://docs.nvidia.com/nemo/datadesigner/v0.8.0/llms.txt
> - v0.7.0: https://docs.nvidia.com/nemo/datadesigner/v0.7.0/llms.txt
> - v0.6.1: https://docs.nvidia.com/nemo/datadesigner/v0.6.1/llms.txt
> - v0.6.0: https://docs.nvidia.com/nemo/datadesigner/v0.6.0/llms.txt
> - v0.5.9: https://docs.nvidia.com/nemo/datadesigner/v0.5.9/llms.txt
> - v0.5.8: https://docs.nvidia.com/nemo/datadesigner/v0.5.8/llms.txt
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# 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.

#### [How we improved Nemotron’s chart understanding](/nemo/datadesigner/v0.9.7/dev-notes/chart-understanding)

#### [Creating the Nemotron Indic Corpus](/nemo/datadesigner/v0.9.7/dev-notes/nemotron-indic-translation)

#### [Pause, Inspect, Resume](/nemo/datadesigner/v0.9.7/dev-notes/pause-inspect-resume)

#### [Image Generation for Multimodal Data Pipelines](/nemo/datadesigner/v0.9.7/dev-notes/image-generation-for-multimodal-data-pipelines)

#### [Designing Nemotron-Personas](/nemo/datadesigner/v0.9.7/dev-notes/designing-nemotron-personas)

#### [Mitigating Prompt Sensitivity](/nemo/datadesigner/v0.9.7/dev-notes/prompt-sensitivity)

#### [Retriever SDG Plugin](/nemo/datadesigner/v0.9.7/dev-notes/retriever-sdg-toolkit)

#### [Have It Your Way](/nemo/datadesigner/v0.9.7/dev-notes/have-it-your-way)

#### [Training a VLM to Understand Long Documents](/nemo/datadesigner/v0.9.7/dev-notes/vlm-long-document-understanding)

#### [Push Datasets to Hugging Face Hub](/nemo/datadesigner/v0.9.7/dev-notes/push-datasets-to-hugging-face-hub)

#### [Engineering an Enterprise-Grade Text-to-SQL Dataset](/nemo/datadesigner/v0.9.7/dev-notes/text-to-sql-for-nemotron-super)

#### [Async All the Way Down](/nemo/datadesigner/v0.9.7/dev-notes/async-all-the-way-down)

#### [Owning the Model Stack](/nemo/datadesigner/v0.9.7/dev-notes/owning-the-model-stack)

#### [Data Designer Got Skills](/nemo/datadesigner/v0.9.7/dev-notes/data-designer-got-skills)

#### [Search Agent SFT Data](/nemo/datadesigner/v0.9.7/dev-notes/search-agent)

#### [Structured Outputs from Nemotron](/nemo/datadesigner/v0.9.7/dev-notes/structured-outputs-from-nemotron)

#### [Deep Research Trajectories](/nemo/datadesigner/v0.9.7/dev-notes/deep-research-trajectories)

#### [Designing Data Designer](/nemo/datadesigner/v0.9.7/dev-notes/design-principles)

#### [Graduate-Level Science Reasoning (RQA)](/nemo/datadesigner/v0.9.7/dev-notes/rqa-dataset)