Anatomy ← Home

Five parts. Every loop has them, whether you named them or not.

A loop with a fuzzy goal never knows when to stop. A loop with no verification will confidently ship the wrong answer. Name the parts, then engineer each one.

01 · GOAL Verifiable objective 02 · CONTEXT Memory, docs, tool schemas 03 · ACTIONS Tools the agent can call 04 · OBSERVE Structured feedback 05 · STOP Verify · cap · budget · progress THE MODEL Reasoning core DATA FLOW ↺ AROUND THE MODEL

The field guides

Eight guides, one method. Roughly in the order a reader meets them: how the field got here, how to work across models, then the tools themselves.