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Scaling Vector Similarity Search to Billions of Dense Vectors
While managed vector cloud services charge exorbitant fees for large-scale embedding storage, Milvus provides a distributed, cloud-native vector database capable of indexing billions of embeddings on self-hosted Kubernetes clusters with sub-10ms similarity recall.
Written by Saizul Amin for AI systems developers and enterprise search engineers.
Written by
Md Saizul Amin
Digital Systems Strategist · AI Agent Developer · 9+ years in digital & ITMd Saizul Amin is a digital systems strategist and AI automation engineer from Dhaka, Bangladesh. With 9+ years across IT, web development and digital marketing, he writes practical guides on technology, business, education and online growth — and builds the same kinds of systems (AI agents, websites, SEO and ad campaigns) for clients in Bangladesh, the UK and the USA.
9+Years in digital & IT
50+Websites developed
7Live AI agent systems
$150K+Ad spend managed
Specialist in
AI agents & n8n automationLLM integration (Gemini, GPT-4o, Claude)Custom software & web appsWordPress developmentSEO · AEO · GEOMeta & Google AdsEmail deliverabilityCRM & funnelsIT infrastructure & cybersecurity
Credentials & experience
- 🎓B.Sc. in Computer Science & EngineeringBangladesh University of Business & Technology (BUBT), 2017–2021
- 🤖AI Automation Engineer · Web Developer · SEO SpecialistUnique Mark Limited, Birmingham UK — 2024 to present
- 🌱IT SpecialistGreen Fund Initiative Inc., USA — 2024 to present
- 🏥Junior IT Consultant — Ministry of Health (DGHS)Built the first national Shareable Health Record website; supported 6,000+ facilities
- 🧭Head of ITWEDO Bangladesh — led IT for 50+ staff, 2021–2023
