System Definition

Capabilities

• draft_persona_manifest: convert roles into strict system text.
• inject_operational_constraints: embed rules (e.g., no emojis, JSON-only).
• validate_system_scope: ensure constraints are explicit and bounded.

Dependencies

• tangible-memory (persist persona)
• guardrails-control (optional)

Outputs

• finalized SYSTEM text for Modelfile/system prompt.