Thoughts, research, and perspectives on AI systems, automation, engineering, and modern digital infrastructure.
A deep dive into the L1-L5 maturity model of agentic systems, exploring how AI evolves from simple prompt-response assistants to fully autonomous organizational intelligence.
A deep dive into Model Context Protocol and MCP servers, exploring how they bridge AI reasoning with tools, data, and enterprise systems to enable real-world execution.
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