> For the complete documentation index, see [llms.txt](https://openledger.gitbook.io/openledger/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://openledger.gitbook.io/openledger/model-factory/core-concepts.md).

# Core Concepts

### **How ModelFactory Works**

ModelFactory integrates dataset access control and model fine-tuning into a seamless workflow, ensuring data security and ownership integrity. The platform’s primary processes include:

<figure><img src="https://2792865779-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKvYkUjsu4WqPo9ErCXDA%2Fuploads%2FBqa0YQ2t6mkOYxSvv9oR%2FScreenshot%202025-07-01%20at%208.49.14%E2%80%AFPM.png?alt=media&amp;token=50a40ccc-af3b-42cf-92ce-340b4cb10458" alt=""><figcaption></figcaption></figure>

### **Model Selection & Configuration**

* Users select from a wide range of LLMs (e.g., LLaMA, Mistral, DeepSeek).
* Hyperparameters like learning rate, batch size, and epochs are configured through the GUI.<br>

<figure><img src="https://2792865779-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKvYkUjsu4WqPo9ErCXDA%2Fuploads%2FluwjkpdPA4e294wTmTYJ%2FScreenshot%202025-07-01%20at%2020.47.24.png?alt=media&amp;token=a02d6423-df03-4f51-898e-40a8ce788948" alt=""><figcaption></figcaption></figure>

### **Fine-Tuning Process**

* The fine-tuning engine supports methods such as LoRA and QLoRA.
* Real-time dashboards provide training progress insights.

<figure><img src="https://2792865779-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKvYkUjsu4WqPo9ErCXDA%2Fuploads%2Fue3fcj4W1pGgha7kOM3w%2FScreenshot%202025-07-01%20at%2020.52.03.png?alt=media&amp;token=94506f19-8d5b-4dcc-91f1-35a5312fea65" alt=""><figcaption></figcaption></figure>

### **Chat Interface**

* Enables users to interact with fine-tuned models directly through the GUI or through API.
* Supports real-time question-and-answer sessions or task-specific interactions.

<figure><img src="https://2792865779-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FKvYkUjsu4WqPo9ErCXDA%2Fuploads%2F64sf3LvIULlJ2jcNL7sH%2FScreenshot%202025-07-01%20at%2020.57.06.png?alt=media&amp;token=3e77a51a-a60c-43d5-8dd3-e869b62f45fe" alt=""><figcaption></figcaption></figure>
