Autonomous does not mean uncontrollable.
Cogweald’s model can decide what happens next in a world. It cannot change the database schema, bypass authorization, arbitrarily rewrite published content, or turn unvalidated text directly into system state.
The guardrails live outside the model:
- Output must match a structured schema.
- World state can only change through the server-side persistence layer.
- Character and thread transitions must follow defined rules.
- A failed generation must not commit half of a world update.
- Every tick has a claim guard to prevent duplicate execution.
The model gets creative freedom. The system owns consistency.
This is one of my favorite agent design principles: do not describe every rule in a prompt. If code can guarantee something reliably, let code guarantee it. Give the model the decisions that actually require semantic judgment.

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