#qdrant

Hands-on Generative AI: 15 RAG modules from document loaders to guardrails, plus Papeer — a research paper assistant with citations and claim verification. Also LangGraph workflows and LangSmith tracing.

Qdrant-backed semantic memory provider for Hermes Agent

Self-hosted knowledge base for AI agents: ingest Markdown into Qdrant with H1-H...-aware chunking, hybrid (dense+sparse) search and cross-encoder reranking.

Evidence-first answer engine for HR and talent teams, with cited responses, Ollama-first local AI, and an OpenAI demo path.

AccessLens — Production RAG system for EU Market Access intelligence. Synthesizes evidence from PubMed, ClinicalTrials.gov & OpenFDA across EMA, G-BA, HAS, AIFA and more. Hybrid search · Cross-encoder reranking · Claude-powered generation · RAGAS evaluation.

Système multi-agents LangGraph + FastAPI : routage chat/pipeline automatique, RAG Qdrant, MCP Brave Search, streaming WebSocket Redis, interface Next.js 14 et 78 tests

Multi-stage RAG chatbot for mental health support — combining language detection, emotion classification, intent routing, and Qdrant-powered retrieval with Groq LLM streaming responses.

On-Premise RAG (продвинутая версия): vLLM/Ollama + bge-m3 + reranker + Qdrant + hybrid (BM25+RRF) + PDR + Basic Auth + Prometheus/Grafana + локальная оценка. Запускается на Ollama без GPU. Тех-задача Petrel AI (Astana Hub).

Skein is an agentic AI platform that answers questions by weaving together structured and unstructured data, grounding every response in a knowledge graph, hybrid vector search, and a governed semantic layer. It escalates to humans when unsure, and runs free locally or scales to the cloud.

Enterprise financial intelligence AI agent platform with RAG, SEC EDGAR ingestion, FRED macro analysis, SQL analytics, LangGraph orchestration, security guardrails, evaluation, and observability.

AI support assistant with intent routing, RAG, conversation memory, citations, and human escalation.

MCP server giving coding agents semantic + structural search over your codebase, so they reuse proven patterns instead of guessing. Finalist - Cursor × Superteam Georgia Hackathon 2026.