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Emergent Principles

Tech blog by Leonidas Raghav - thoughts on software engineering, machine learning, and interesting projects.

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Latest posts

A3: Kubernetes for autonomous, multiplayer AI agent fleets

One message, four agents, zero hardcoded workflows. How first-principles infrastructure produces emergent capabilities.

MCP explained from first principles, spelled out in code

Demystifying MCP by building servers and clients from scratch with raw JSON-RPC, then connecting them to LLMs via function calling.