RAG

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April 23rd, 2026 173 21 mins

Context Engineering: Why Prompt Engineering Was Never Enough

Context Engineering Context Graphs AI Agents RAG Prompt Engineering MCP Enterprise AI Agent Architecture Agent Memory

By 2026, the real job in modern AI systems is not writing a clever prompt. It is deciding what the model sees, when it sees it, and how that context is structured, persisted, and turned into durable memory.

April 13th, 2026 414 10 mins

The Filesystem Is the Database: Why Agents Need a New Storage Primitive

Agentic AI Virtual Filesystem RAG Agent Infrastructure Enterprise AI Context Engineering AgentFS MCP

RAG pipelines gave agents memory. But the next wave of agentic infrastructure is converging on a different primitive entirely: the virtual filesystem. From Mintlify's ChromaFs to Turso's AgentFS to Box's enterprise VFS layer, the pattern is unmistakable. The filesystem is becoming the universal interface for agent cognition, and the database is quietly becoming its substrate.