---
sdk: gradio
---
# LLM LSP 

A proof of concept for intelligent document editing that works like humans do - scan, jump, edit.

## The Idea
Instead of making AI read entire documents, we let it:
1. Scan headers to find location (like grep)
2. Jump to right section (like sed)
3. Make targeted changes
4. Put it back (like cat)

## Quick Start
```python
pip install -r requirements.txt  # openai, gradio

from lsp import LSP
editor = LSP(api_key="your-key")
editor.edit("doc.md", "add version warning")
```

## How It Works

1. **Map Sections Fast**
```python
sections = find_sections("doc.md")  # Uses grep-like scan
```

2. **AI Picks Target**
```json
{
    "sections": {"## Setup": 10, "## Config": 50},
    "task": "add version warning",
    "target": "## Setup at line 10"
}
```

3. **Extract & Edit**
```python
content = extract_section(file, 10, 49)  # Just that piece
new_content = ai.modify(content)         # AI edits small part
```

4. **Put It Back**
```python
replace_section(file, 10, 49, new_content)
```

## Try It
```bash
python main.py  # Launches Gradio UI
```

## Status
- POC stage
- Works with markdown files
- Uses gpt-4o-mini
- Basic UI

## Limits
- One section at a time
- Just markdown for now
- No fancy error handling
- Will fuck up if sections aren't clear

## Next Steps?
- Handle multiple sections
- Better section detection
- More formats
- Whatever you need it to do