peak-ai-agent-stack

# RinAI: Your Advanced Agentic Companion
![RinAI Banner](https://github.com/dleerdefi/peak-ai-agent-stack/blob/main/assets/images/RinAI%20Banner.png)

RinAI is a sophisticated agentic companion, leveraging graph-based Retrieval Augmented Generation (RAG), real-time tool usage, intelligent context management, and a dynamic Large Language Model (LLM) gateway. This combination empowers RinAI to engage in roleplaying, hold flirty conversations, and provide insightful responses based on a rich understanding of context and access to up-to-date information.

## Key Features

![RinAI Agent Stack](https://github.com/dleerdefi/peak-ai-agent-stack/blob/main/assets/images/RinAI%20Agent%20Stack.png)

* **Rin Chat Agent:**
    * Engaging roleplay and flirty conversations powered by a fine-tuned uncensored LLM.
    * Parallel execution of tools, RAG, and LLM calls for efficient and comprehensive responses.
    * Dynamic Smart LLM Gateway intelligently selects the most appropriate model for each query.

* **Graph RAG:**
    * Utilizes a Neo4j database containing approximately 18,000 messages, analyzed and indexed for optimal retrieval.
    * Retrieval pipeline employs semantic embeddings, sentiment analysis, and subject classification.
    * Hybrid search combines vector lookups and rating-based filtering for precise information retrieval.

* **Tool Orchestrator:**
    * Integrates with the DeepSeek API (powered by DeepSeek R1) for advanced web search, enabling access to current events, specialized knowledge, and critical reasoning.
    * Provides real-time and historical cryptocurrency price checks and analytics via the CoinGecko API.
    * Easily extensible architecture allows for seamless integration of new tools by adding API clients.

* **Smart Context Management & Summarization:**
    * Automated summarization of conversations once a token threshold is reached.
    * Maintains the latest 25% of messages intact while summarizing the older 75% in the background, ensuring cont