Articles tagged with "AI Architecture"
Multi-Model Consensus: Why Critical AI Decisions Need More Than One LLM
How running Claude, GPT and Gemini in parallel turns model disagreement into a signal for human review. Architecture, cost analysis, and when 3x the price is worth it.
Ostap Kovalisko
Founder & AI Systems Architect
MCP (Model Context Protocol): The USB Standard for AI Tools
MCP standardizes how AI models connect to tools and data — one server, any client. What it solves, what it doesn't, and when to build MCP-first.
Ostap Kovalisko
Founder & AI Systems Architect
GraphRAG vs Vector RAG: Choosing the Right Retrieval for Your Agent
GraphRAG and vector RAG solve different retrieval problems. A production comparison of cost, latency, and answer quality — and the hybrid pattern we ship.
Ostap Kovalisko
Founder & AI Systems Architect
RAG in Production: What Breaks After the Demo
A RAG demo takes a weekend. Production takes months. The six failure modes we hit running RAG over 9 live business systems — and the fixes that held.
Ostap Kovalisko
Founder & AI Systems Architect