auto-balancer
Auto Balancer
Use this skill to run controlled parameter tuning loops with deterministic validation gates.
Workflow
- Define balancing contract.
- Declare target metrics, tolerances, hard constraints, and stop conditions.
- Declare which parameters are allowed to move and their bounds.
- Establish baseline and iteration plan.
- Record baseline metrics before tuning.
- Apply small, traceable parameter changes per iteration.
- Track config hash/version for each run.
- 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.
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