Auto Balancer

Use this skill to run controlled parameter tuning loops with deterministic validation gates.

Workflow

1. Define balancing contract.

• Declare target metrics, tolerances, hard constraints, and stop conditions.
• Declare which parameters are allowed to move and their bounds.

2. Establish baseline and iteration plan.

• Record baseline metrics before tuning.
• Apply small, traceable parameter changes per iteration.
• Track config hash/version for each run.

3. Run balance loop.

• Execute simulation/evaluation runs.
• Compare observed metrics to targets and compute deltas.
• Keep only changes that improve objective without violating hard constraints.