◇ PRINCIPLES

Right agent, right task, every time.

Every task is profiled before execution — not guessed. The system selects the optimal agent based on task characteristics, ensuring consistent quality without manual configuration.

Every task declares its cost before running.

No runaway processes, no surprise bills. Every execution has a pre-declared budget for time, resources, and operations. If the budget is exceeded, the task is safely terminated.

Credentials are short-lived, scoped, and never stored.

Secrets exist only for the duration of a task and only in the scope where they're needed. No static keys, no permanent access, no credential leakage.

Agents see only what they need.

Access is earned, not assumed. Every agent operates under strict privilege modes — from fully supervised to autonomous — with boundaries that cannot be overridden from within.

Every output is evaluated before delivery.

Nothing reaches you without passing quality gates. Pre-execution, mid-execution, and post-execution checkpoints ensure consistent, reliable results.

Run it twice, get the same result.

The same operation applied multiple times produces the same outcome. Your system is resilient to retries, restarts, and network failures by design.