AGENTIC DATA MANAGEMENT · LAYER SEPARATION
Separate personas, skills and project data cleanly
Voice, domain method, tools, policy and project data remain separate and connect only for a concrete run.

01 · PERSONAPresentation and interaction without technical authority.
02 · SKILLS & TOOLSMethod and operation through validated contracts and minimum rights.
03 · PROJECT DATAOperational records isolated, referenced and protected by lifecycle.
CORE METHOD
CLASSIFY → SEPARATE → CONTRACT → BIND → EXECUTE → TRACE → REVIEW
Clean composition uses explicit versions, references and boundaries rather than one omnipotent instruction file.
Can every item be assigned unambiguously to persona, skill, tool, policy, context, data, state or secret?