EEdna Maina·Oct 7Why We Run Local Qdrant in Docker for Multi-Tenant Financial KnowledgeLearn how to run local Qdrant in Docker with FastAPI and Sentence Transformers for multi-tenant vector retrieval with zero external API costs or latency.6 min read·qdrant.hashnode.dev
PPranshu Bansal·Oct 1I Tested Qdrant Quantization and mmap on EV Charger SearchWhat got smaller, what stayed accurate, and where the memory really went23 min read·pranshubansal.hashnode.dev
NNevin-Bali·Sep 25Building DevDocAI — A Production Multi-Agent LangGraph System | Part 7 — From Laptop to Production: The Deployment GauntletSeries: Building DevDocAI — A Production Multi-Agent LangGraph System Part 7 — From Laptop to Production: The Deployment Gauntlet The Milestone Part 6 ended with "everything works on my laptop." Th9 min read·nevinbali.hashnode.dev1
MMihir Inamdar·Sep 24I 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.dev
MMihir Inamdar·Sep 23One 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.dev
JJaival Suthar·Sep 21Knowledge Hub: Building a Multi-Source RAG System for Real-World KnowledgeExplore Knowledge Hub, a multi-source RAG system for PDFs, code, GitHub, and articles with hybrid retrieval, evaluation, provenance, and FastAPI.26 min read·jaivalsuthar.hashnode.dev
NNevin-Bali·Sep 19Building DevDocAI — A Production Multi-Agent LangGraph System | Part 6 — The Full Loop Works. Now: Deployment...Series: Building DevDocAI — A Production Multi-Agent LangGraph System Part 6 — The Full Loop Works. Now: Deployment. The Milestone Something clicked this week that hasn't clicked before in this pr6 min read·nevinbali.hashnode.dev13A
MMahad Baig·Sep 11I Built the Boring Part of My AI Portfolio. That Is Where It Got Interesting.Building an AI-Native Portfolio, Part 2 Series note: This is not a daily or weekly build log. I will publish an update when the project reaches a meaningful milestone, produces something measurable, o12 min read·mahadbaig.hashnode.dev1A
PPranshu Bansal·Aug 31I Combined Dense and Sparse Vectors to Search Medical Research A practical Qdrant experiment on when semantic search helps, when exact terminology matters, and why combining both is useful.15 min read·pranshubansal.hashnode.dev
SSriniketh J·Aug 11More than Observability for Haystack: A Practical Guide to KitaruHaystack is an open-source framework and orchestration layer for your agents. Kitaru is also an open-source framework for tracing your agents. The real power comes when you combine these tools in the9 min read·srinikethj.hashnode.dev
