Connect
Verify the account and connect approved data sources.
Guided setup
Start with the evidence and operating limits Malach needs to work responsibly.
Launch Center guides the account through Google Ads, Shopify, economics, and workspace setup.
The operator explicitly chooses authority, guardrails, and the next readiness step.
Capability, evidence, and authority stay visible from the first signal through the measured outcome.
Verify the account and connect approved data sources.
Complete the inputs required for contribution and break-even math.
Choose Observe first, then expand control deliberately.
AI organizes the field; your economics and authority determine which actions survive.
Score(a) = w₁·profit + w₂·confidence − w₃·riskThe Anti-Algorithm measures platform signals against your economics before capital receives authority.
P(H | E) = P(E | H) × P(H) ÷ P(E)Evidence updates confidence continuously instead of locking the system to yesterday’s assumption.
Brier = (1/N) Σ(pᵢ − oᵢ)²Forecasts are scored against outcomes so success and failure both improve the next decision.