Articles by tag: qdrant

Code Assistant VS Code: setup with Ollama

Set up Code Assistant in VS Code with local project indexing on Ollama and Qdrant. Instructions on embeddings, skills, subagents. Save on foreign LLMs — start for free.

DRAG with KNEE for RAG: dynamic pruning

Learn how DRAG with KNEE improves RAG through hierarchical Qdrant trees and knee-point pruning. Adaptive search reduces noise and tokens. Implementation in Python.

RAG optimization for legal tasks

Learn how hybrid RAG with semantic chunking and grounding improved metrics by 2x in Agentic RAG Legal Challenge. Benchmarks, pipelines and lessons for developers.

Agentic RAG at hackathon: chunking and search

Breakdown of two RAG architectures for DIFC court documents: hybrid search, agent-router, chunking. Accuracy metrics, grounding, speed. For middle/senior dev. Learn what worked.

RooCode VS Code Setup for Agent Development

Deep RooCode Setup in VS Code: Qdrant Indexing, MCP Skills, TDD Prompts. Step-by-Step Guide for Middle/Senior Dev. Optimize Workflow with Agents.