Threshold-aware media buying, decision intelligence, and causal operating guidance for teams building above the activation line.
The canonical main-domain publication of our ReLU playbook for Meta advertisers: where signal density, learning stability, and decision intelligence intersect.
A composite field note on the question platform ROAS never answers: which conversions did the ads actually cause?
Why autonomous systems need explicit arbitration between action proposal, validation, and approval.
A plain-English walkthrough of the seven-stage reasoning loop behind disciplined autonomous execution.
See how the decision gates, validation layer, and causal graph operationalize media buying signals.