peak-ai-agent-stack — DeepSeek AI Agent
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    peak-ai-agent-stack

    peak-ai-agent-stack

    dleerdefi February 4, 2025
    51 copies 0 downloads

    RinAI agentic chat stack. Includes graphRAG memory, parallel tool calling, DeepSeek R1 powered web search, advanced LLM gateway and active context summarization.

    RinAI: Your Advanced Agentic Companion

    RinAI Banner

    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

    • 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

    Tags

    aiaiagentgraphrag

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