Paid Media Optimization

Default to --draft.

1. Load the latest normalized snapshot, prior decisions, monitoring results, experiment state, conversion lag, economics, and platform capability manifest.
2. Identify the decision and causal evidence; do not optimize a metric in isolation.
3. Compare no-change, experiment, and mutation options, including learning, policy, tracking, inventory, and opportunity-cost effects.
4. Produce ranked recommendations with confidence and success measures.
5. Convert approved recommendations into mutation plans only through the main mutation gate.
6. Apply, verify, audit, and retain rollback only when the exact operation is enabled and remote state still matches the draft precondition.

Never use a fixed CPA multiple, budget ratio, benchmark, or novelty claim as sole authorization to change an account.