Scaling RAG Systems: Production Architecture, Performance, and Cost Optimization
Damir Karimov
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14 posts published so far
Beyond Vector Search: Building Better RAG Retrieval with Hybrid Search and Reranking
Damir Karimov
Building a Production RAG Pipeline: Document Processing, Chunking, and Metadata Design
Damir Karimov
Why Most RAG Systems Fail in Production: The Hidden Architecture Problems Behind AI Search
Damir Karimov
Monolith First, Microservices Later: The Architecture Decision That Saves Startups
Damir Karimov
Why MCP Is Becoming the Standard Layer for AI Integrations
Damir Karimov
Why Your Background Jobs Are Lying to You
Damir Karimov
Designing a Real-Time Chat System at Scale
Damir Karimov
CI/CD for Modern Applications: from manual deployments to reliable delivery pipelines
Damir Karimov
Real-Time Notification Systems Are Harder Than Most Teams Expect (And How to Build Them Right)
Damir Karimov
Why Most AI Products Fail to Build Real Technical Moats
Damir Karimov
Why Good Abstractions Make Debugging Harder in Real-World Systems
Damir Karimov
The biggest problem with AI-generated code isn’t bugs. It’s false confidence.
Damir Karimov
Client-Side Caching with LLMs: A Layered Decision Architecture for Cache Strategy under Uncertainty
Damir Karimov