rag pipeline

The Agentic Memory Crisis: Why 2M Context Windows Fail and the Rise of the MCP Cognition Stack

Infinite context windows are a catastrophic architectural trap for production AI agents. This guide dissects why long-context LLMs cause context bleeding, latency ruin, and economic collapse — and how the Vinkius MCP Cognition & Memory stack provides externalized, persistent agent memory via Pinecone, Mem0, Qdrant, and LlamaIndex.