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Core Concepts

PieceControls
AgentRole, prompt, model, loop, and output.
ToolCallable capability and side effects.
MemoryState across turns.
WorkflowHow agents run and combine.

Configuration should make model, loop, tools, and output expectations visible. Hidden defaults make cost and behavior hard to predict.

An Agent, a tool, memory, structured output, and a workflow fail in different ways. Debugging is easier when each piece can be tested alone.

PieceControls
AgentRole, prompt, model, loop, and output.
ToolCallable capability and side effects.
MemoryState across turns or runs.
Structured outputShape expected by downstream code.
WorkflowHow agents run and combine.

A future reader should be able to see the model, loop limit, tool access, output expectation, and owner without chasing hidden defaults.