AI coding agents write bash. Windows shells don't speak it.ShellSage intercepts your AI coding agent's bash commands and rewrites them as PowerShell before the shell sees them. Local, fast, no API key.5 min read·aihive.hashnode.devSep 27
I embedded all of Qdrant's docs with FastEmbed. The API would have cost 2 cents.5,084 chunks, 1.2 million tokens, 24 minutes on a 2 vCPU box. What running embeddings locally next to Qdrant actually costs, with every number labeled.9 min read·aihive.hashnode.devSep 24
One payload index per key: what 3,685 GitHub topics did to my Qdrant diskI reproduced a Qdrant tutorial's warning on a real server, hit two walls on the way, and wrote a small CLI that spots the problem early.9 min read·aihive.hashnode.devSep 23
Natural Language as a Query Interface: qdrant-interpreter in Production Agentic RAGHow a natural language interpretation layer on top of Qdrant's vector search engine fills a critical gap in production agentic RAG systems — covering filter translation, schema introspection, architec25 min read·aihive.hashnode.devJul 12
The Retrieval Granularity Problem in RAGWhy indexing at a fixed chunk size breaks RAG, and how a multi-resolution index in Qdrant fixes it by deferring the granularity decision to query time. Every RAG system makes a silent assumption at i12 min read·aihive.hashnode.devJul 12
