#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.

Cost-aware agentic RAG with iterative multi-hop retrieval, benchmarked against 4 baselines using an independent LLM judge on MultiHop-RAG.

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.

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.

Evidence-grounded Agentic RAG platform for industrial root-cause investigation using Qwen3, BGE-M3, hybrid retrieval, LangGraph, verification, and human approval.

End-to-end AI SDR: chatbot qualifies leads, an AI voice agent cold-calls and books meetings , zero human touch from first message to booked appointment.

Bilingual (French/Arabic) legal assistant for Moroccan law: RAG with cited articles, AI agent, MCP server and evaluation suite.

Deploy e operacao de um stack agentic (FastAPI, Qdrant, Celery, Docling, Vercel). Repo de infra, nao o produto original.