MRMahimai Raja Jinmahimairaja.hashnode.dev·May 7 · 14 min readRun Vector Search Without Docker or Cloud: Inside a Single-Process Python EngineYou can run an LLM on your laptop. You can run an embedding model on your laptop. But the moment you need a vector database, everyone points you at Docker containers and cloud APIs. I wanted to see wh00
MRMahimai Raja Jinmahimairaja.hashnode.dev·Dec 29, 2025 · 17 min readClimate Monitoring Search Engine: Multi-Vectors in QdrantSatellite imagery is amazing... until you need to search it. "Show me burn scars above 100 hectares near Oklahoma in 2019" shouldn't require hand-sifting tiles. Imagine trying to find a specific picture of a forest fire in a pile of one million phot...00
MRMahimai Raja Jinmahimairaja.hashnode.dev·Nov 24, 2025 · 14 min readHow to Migrate from Elasticsearch to Qdrant: A Complete Guide with Real-World SolutionsI’ve watched the same pattern repeat itself over the past few years: teams build vector search prototypes on Elasticsearch because it’s already in their stack, scale to production with millions of embeddings, then spend months fighting performance is...00
