audience

Scope: Fit and misuse warnings.
Audience: Prospective adopters.
Guarantees: Clear fit boundaries.
Non-Goals: Onboarding details.
Why: This doc exists to record its single responsibility for review.

Who This Is For

• Researchers who need deterministic, replayable execution.
• Platform teams enforcing audit-ready agent workflows.
• Operators who must explain why runs diverged.

Who This Is Not For

• Teams looking for a general chat framework.
• Product builders optimizing for rapid prototyping over rigor.
• Users who want silent retries or hidden randomness.

Warning

If you want a forgiving system that hides nondeterminism, this will feel strict and slow. That is intentional.