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    contract-bot

    contract-bot

    arishtanemi3007 March 29, 2026
    1 copies 0 downloads

    A privacy-first, fully local Agentic AI legal assistant. Combines multimodal RAG (DeepSeek-R1 + Llama 3.2 Vision) via Telegram for zero-data-leakage contract analysis.

    Agent Definition
    # ⚖️ Contract Buddy
    
    An asynchronous, multimodal, and fully localized AI legal assistant deployed via Telegram. Designed with privacy and performance in mind, this project demonstrates advanced Agentic AI architecture, combining Retrieval-Augmented Generation (RAG) with local multimodal vision models to analyze, query, and summarize legal contracts. 
    
    ## 🧠 Architecture Overview
    
    Built to run entirely locally, ensuring zero data leakage for sensitive legal documents. The system dynamically manages VRAM by swapping between reasoning and translation models on the fly.
    
    ### 🚀 Core Features (Updated for Milestone 1)
    
    * **The Universal Translator Pipeline:** Natively processes legal documents in **English** and **6 Indic Languages** (Hindi, Marathi, Gujarati, Kannada, Tamil, Telugu).
    * **Smart OCR Extraction:** Bypasses standard vision models in favor of `EasyOCR`, successfully extracting raw Devanagari and Latin scripts from physical document images and handwritten notes.
    * **Dynamic AI Routing:** Uses a "Translate-Reason-Translate" workflow:
      * `langdetect` identifies the document language.
      * `Sarvam-1` (an Indic-optimized LLM) translates regional text into English to prevent hallucination.
      * `DeepSeek-R1` acts as the core legal brain, running risk analysis on the normalized English text.
      * `Sarvam-1` translates the final legal analysis back into the user's selected UI language.
    * **Local RAG Pipeline:** Utilizes `sqlite-vec` for ultra-fast, lightweight vector storage and `sentence-transformers` for embedding contract chunks.
    * **Stateful Memory:** Implements a custom chat_id-keyed conversational memory buffer, enabling contextual follow-up questions and executive session summaries.
    * **Asynchronous Routing:** Built with `python-telegram-bot` and `asyncio.to_thread` to prevent API timeouts during heavy local GPU inference.
    * **Output Sanitization:** Engineered regex layers to cleanly parse and remove internal `<think>` tags from reasoning models.
    
    ## 🛠️ Tech S

    Tags

    agentic-aideepseek-r1legal-techlegal-tech-ai-chatbotllama-visionlocal-llmlocalllmmulti-lingualollamapython-telegram-bot

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