Business context
Keep operating assumptions and guidance close to the workspace.
Operating context
Give decisions.The context they need.
Add focused context without turning unverified text into fact.
ALWAYS ON
What it changesContext improves decisions.
Context improves decisions.
Evidence still has a class.
Knowledge can hold operating guidance and selected documents relevant to the current workspace.
Malach keeps account evidence, user-provided context, and model inference distinguishable.
The system,
explained clearly.
Capability, evidence, and authority stay visible from the first signal through the measured outcome.
Selected files
Focus an investigation with specific supporting material.
Evidence discipline
Distinguish provided context from observed account facts.
MATHEMATICS · STATISTICS · PROBABILITYIntelligence that
Intelligence that
shows its work.
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.
DECISION SIMULATORLIVE CALCULATION
Expected profit after risk+$8,060Small test allowedThe move still depends on your plan, enough trustworthy data, and every active limit.
EVERY ACTION ACCOUNTED FOR
Open the rationale behind every move.
EvidenceProbabilityAuthorityOutcome
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