Semantio AI

Problem Statement

Semantio: Build Multi-Modal AI Agents with EaseSemantio 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.

Solution

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 & ArchitectureBackend (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.Frontend (React.js):Static website use only to provide the information related semantioWhat’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.