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Graphiti is a compact yet powerful Python library that converts raw text or JSON into an AI Knowledge Graph—a structured store of facts that acts as AI Agent Memory. Below is the exact workflow I used to load FutureSmart AI data into Neo4j, explore t...
In this blog we’ll walk through practical steps to add long‑term memory to your AI agents using Mem0 and LangGraph. We’ll build incrementally, tackling one section at a time so you can follow along and run the code as you read. Table of Contents Mem...
Retrieval-Augmented Generation (RAG) is becoming the go-to pattern for building AI systems that can fetch real-time or domain-specific knowledge on demand. But RAG alone doesn’t make your chatbot smart. With LangGraph, you can build stateful, agent-l...
Introduction In the era of advanced AI applications, Retrieval-Augmented Generation (RAG) stands out as a game-changing approach. By combining retrieval techniques with generative models, RAG enhances the quality, accuracy, and relevance of generated...
Introduction Search engines and retrieval systems have evolved to become remarkably intelligent. They no longer rely on exact keyword matches or rigid rules to find what you're looking for. Instead, they understand the context and meaning behind your...
Introduction: In the era of AI-driven applications and unstructured data management, vector databases have become essential tools for enabling semantic search and similarity matching. Qdrant is one such cutting-edge, open-source vector database desig...
Introduction AI adoption has shifted significantly in recent years. Earlier, businesses focused on classical machine learning models for tasks like classification and Named Entity Recognition (NER). Now, almost every project we build at FutureSmart A...
In this blog, we’ll walk through the process of enabling Google Authentication for a backend API system built using FastAPI. FastAPI has emerged as a popular choice for developing advanced GenAI applications and we at FutureSmart AI use it regularly ...
Introduction In today’s fast-paced medical environment, healthcare professionals juggle patient care with administrative tasks that often slow them down. While tools like Cliniko have streamlined practice management—handling scheduling, patient recor...
