Qdrant Integration Skill Capabilities - Set up Qdrant (local, cloud, self-hosted) - Create collections with configuration - Implement advanced filtering with payloads - Configure quantization for efficiency - Set up sparse vectors for hybrid search - Implement batch operations and optimization Target Processes - vector-database-setup - rag-pipeline-implementation Implementation Details Deployment Modes 1. Local Memory : For testing 2. Local Disk : Persistent local storage 3. Qdrant Cloud : Managed service 4. Self-Hosted : Docker/Kubernetes deployment Core Operations - Collection management wi…