Usage

This guide is for day-to-day usage with one script:

SmallLanguageModel Usage (PowerShell)

This guide is for day-to-day usage with one script:

A) `index` (docs-folder mode)

Uses leumas-docs scanFolders (focuses on docs/doc folders).

B) `index-md` (filesystem mode, markdown or markdown+json)

Scans files under a root path (default extensions are .md/.markdown/.mdx).

Useful index props (noob version)

--docs-root What folder to scan. Example: D:\Leumas

4) Build Chunks (Recommended For Better RAG)

This builds chunks.jsonl, which powers stronger retrieval and citations.

5) Train a New Model (Fresh)

Use this when you want a new base model.

Important props

--model Name of the model bundle folder (saved in artifacts\models\<name).

6) Train a New Version from Existing Model

Use this when you want to keep old model and create a new one.

9) Output Files You Should Know

Index metadata: data/index/docsindex.json

Command says source model is missing tokenizer/checkpoint

That model is not fully trained yet. Run train-new first (with --overwrite if needed), then run train-next.