Agent Loop

An agent is software around an LLM

Agency is in the engineering around the LLM - the system that composes context, parses output, runs tools, and loops.
Hover any box for details.

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CONTEXT ENGINEERING ORCHESTRATION EXECUTION INPUT system_message query LLM f(x) → y stateless no memory → ORCHESTRATOR routes output waiting… → EXECUTOR outside LLM bash / API | MCP / customtools captures result

LLM is a component inside that system - it generates plausible tokens given the context it was given. Nothing more, nothing less.

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