Semantio AI
Semantio is a framework for building multi-modal Agents by using any LLM
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About
Semantio: Build Multi-Modal AI Agents with Ease Semantio is a powerful Python SDK designed to simplify the creation of multi-modal AI agents. It provides seamless integration with any Large Language Model (LLM), offering tools for memory management, Retrieval-Augmented Generation (RAG), knowledge bases, and API access—all in a modular and scalable framework. Key Features: Plug & Play LLM Support – Connect with OpenAI, Anthropic, DeepSeek, Mistral, Gemini, Groq, and more. RAG & Knowledge Base – Efficient document retrieval using vector stores. Memory Management – Persistent and context-aware conversations. Tool Integrations– Web browsing, stock,crypto data, and custom tools. CLI & API Friendly – Easily integrate into any workflow. Whether you're building a customer support assistant, research companion, or AI-powered automation, Semantio gives you the flexibility and power to make it happen—fast.
How it's made
Semantio is a Python SDK designed to help developers build powerful AI agents with multi-modal capabilities. The project integrates multiple LLMs, RAG, memory management, knowledge bases, and tool support into a single, modular framework. Tech Stack & Architecture 1. Backend (Python SDK): - LLM Integrations: Supports OpenAI, Anthropic (Claude), Groq, DeepSeek, Gemini, and Mistral, allowing users to choose their preferred AI model. - RAG (Retrieval-Augmented Generation): Uses FAISS for efficient vector search and retrieval, improving context-based responses. - Memory Management: Implements both local and cloud-based storage for conversation history, making AI interactions persistent. - Tools & Web Automation: - Playwright & Selenium: Enables AI-powered web browsing. - DuckDuckGo Search: Fetches real-time web results. - YFinance: Provides stock and crypto data. - FastAPI for API Integration: - A lightweight RESTful API layer for external applications. - Uvicorn used as the ASGI server for performance. - Pydantic for Data Validation: Ensures input/output consistency. 2. Frontend (React.js): - Static website use only to provide the information related semantio What’s Hacky & Cool? Unified LLM Framework – Instead of being locked into a single AI provider, Semantio lets users switch between different LLMs dynamically. Multi-Modal Capabilities – The SDK is designed to work with text, web search, and image processing (Pillow for image handling). Hybrid Web Automation – Unlike traditional API-based AI agents, Semantio can browse the web, extract real-time data, and interact with websites. Custom Knowledge Bases – Users can load PDFs, documents, and databases, and Semantio intelligently retrieves relevant information. Why This Tech Stack? - Python:- makes it easy to integrate AI models and tools. - FAISS:- ensures ultra-fast similarity search for RAG. - FastAPI:- provides an efficient, high-performance backend. - React.js:- delivers a dynamic and user-friendly frontend.