For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.

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• Updated Nov 12, 2026
• C

The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.

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• Updated Nov 12, 2026
• C++

SochDB is a high-performance embedded, ACID-compliant vector database purpose-built for AI agents and memory

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• Updated Sep 19, 2026
• Rust

High-performance late-interaction retrieval engine for on-prem AI. ColBERT/ColPali multi-vector search with Rust fused MaxSim, Triton GPU kernels, ROQ quantization, LEMUR routing, WAL-backed CRUD, and a FastAPI server — single machine, CPU or GPU.

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• Updated Jul 6, 2026
• Python

High-performance database management system

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• Updated Aug 26, 2026
• Python

This repository is dedicated to my learning journey through the LangChain & Vector Databases in Production course offered by Activeloop. The course is part of the Gen AI 360 Foundational Model Certification and focuses on mastering Large Language Models (LLMs) and Vector Databases.

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• Updated Aug 14, 2024
• Python

Leverage vector databases to swiftly construct a diverse range of applications through "Building Applications with Vector Databases" course!

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• Updated Feb 8, 2024
• Jupyter Notebook

Projects Implemented for the Udacity Generative AI Engineer Nanodegree Program

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• Updated Jul 22, 2024

Hands-on Spring AI tutorial, themed as a World Cup 2026 fan assistant: 16 modules from chat clients to RAG, guardrails, and evaluation.

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• Updated Oct 7, 2026
• Java

RAGKNO — A production-grade RAG system with semantic reranking, hybrid retrieval, multi-source ingestion (Google Drive, PDF, URL), persistent multi-session memory, and source-cited answers. Built with FastAPI, FAISS, and Google Generative AI.

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• Updated Oct 14, 2026
• JavaScript

Zero-trust multi-tenant semantic memory for Google ADK, enforced in PostgreSQL with pgvector and Row-Level Security.

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• Updated Oct 26, 2026
• Python

Production .NET SDK for Alibaba ZVec — DI, typed ODM, async, SafeHandles, full indexes/FTS, and mobile RIDs. Not a thin P/Invoke wrapper.

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• Updated Aug 30, 2026
• C#

The most comprehensive collection of AI tools, frameworks, and resources for developers. 110+ verified open-source projects across 16 categories.

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• Updated Apr 17, 2026
• Shell

Air-gapped, production-ready RAG workspace featuring hybrid search, semantic reranking, cross-encoder reranking, and verifiable citations.

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• Updated Mar 3, 2026
• Python

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• Updated Sep 9, 2026

📱 Automate posting on Xiaohongshu with multi-account support, headless mode, auto tag writing, and image handling for efficient content publishing.

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• Updated Oct 12, 2026
• HTML

IntelliSearch is an advanced retrieval-based question-answering and recommendation system that leverages embeddings and a large language model (LLM) to provide accurate and relevant information to users.

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• Updated Aug 15, 2024
• TypeScript

A repository containing all internship assignments completed as part of the FlyRank AI Fluency and Backend AI Internship Programs, covering AI fundamentals, AI tools, backend development, and practical AI engineering tasks.

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• Updated Aug 15, 2026
• Python

🚀 The Definitive Field Manual for AI Engineering. 12 chapters covering RAG, Agents, MCP, Evals, and Token Economics. 50+ proven patterns for shipping mission-critical LLM products. Vendor-agnostic, senior-level documentation for the 2026 AI tech stack.

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• Updated Mar 16, 2026

Production-ready enterprise multi-agent AI orchestration platform with distributed memory architecture, intelligent task routing, semantic search, and comprehensive monitoring using modern software architecture patterns.

distributed-systems microservices semantic-search python-asyncio multi-agent-systems enterprise-architecture fastapi production-monitoring vector-databases ai-orchestration

• Updated Jul 28, 2025
• Python