Laplace-1-Vector

Judgment at the point of action. Agents now work alongside people inside organizations, and each one acts on authority someone delegated to it. Laplace-1-Vector, a 4B decision model, reads the organization's state, its rules, and the chain of authority behind an agent, then judges the action before it runs.

Give it a state, a question, and the candidates your application allows. It returns a distribution over those candidates in one forward pass. The examples below cover the four decisions an organization delegates: allocate work, share information, act, and evaluate outcomes.

Model card · Laplace-1-Atlas 27B · Decision Forge · juneo.ai

Laplace advises; your system decides. Probabilities are normalized over the candidates you supply and are not a calibrated chance of being correct. A predicted observation is text, not evidence that anything happened. Keep deterministic permission checks in place, and do not use this model as the sole safeguard for irreversible, financial, medical, or legal actions.