https://github.com/kilitary/ollama-dev
counter red team logic forwarder.
https://github.com/kilitary/ollama-dev
Last synced: 6 months ago
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counter red team logic forwarder.
- Host: GitHub
- URL: https://github.com/kilitary/ollama-dev
- Owner: kilitary
- Created: 2024-08-16T11:34:55.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2025-09-05T22:58:15.000Z (11 months ago)
- Last Synced: 2025-09-05T23:36:48.939Z (11 months ago)
- Language: Python
- Homepage:
- Size: 1.99 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
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README
# Ollama Development Toolkit
## Overview
This is a comprehensive development and testing toolkit for working with Ollama language models. The project provides tools for analyzing, simulating, and testing LLM behavior with advanced prompt engineering and response processing capabilities.
## Key Features
- **Advanced LLM Analysis** - Deep analysis of model responses and behavior patterns
- **Response Processing Engine** - Sophisticated engine for processing and analyzing LLM outputs
- **Prompt Engineering Tools** - Dynamic prompt generation using randomized linguistic features
- **Model Configuration Management** - Fine-tuned parameter control for optimal model performance
- **Simulation Framework** - Framework for running controlled LLM experiments and scenarios
- **Rich Logging & Monitoring** - Comprehensive logging with color-coded output and detailed metrics
## Architecture
- **`analyze.py`** - Main analysis engine for processing LLM responses and extracting insights
- **`sim.py`** - Simulation framework for running controlled LLM experiments
- **`config.py`** - Model configuration and parameter management
- **`instructions.py`** - System prompts and instruction templates
- **`langfeatures.py`** - Language feature categorization for dynamic text generation
- **`jam.py`** - Audio/frequency processing utilities
- **Supporting utilities** - HTTP testing, model updates, and various helper scripts
## Quick Start
### Prerequisites
- Python 3.8+
- Ollama installed and running
- Redis server (optional, for advanced features)
### Installation
```bash
git clone https://github.com/kilitary/ollama-dev.git
cd ollama-dev
pip install -r requirements.txt
```
### Basic Usage
```bash
# Run main analysis
python analyze.py
# Run simulation experiments
python sim.py
# Test HTTP endpoints
python httptest.py
```
## Documentation
- [Engine Results Documentation](docs/engine-results.md) - Understanding LLM output processing
- [Algorithm Reference](docs/algorithms.md) - Sampling techniques and methods used
- [Configuration Guide](docs/configuration.md) - Model parameters and settings
## License
Copyright (c) 2024-2025 kilitary@gmail.com