Working systems, safe boundaries.

ModelInterprets evidence, compares artifacts, and drafts source-linked findings.

DeterministicSchemas, workflow state, access rules, evidence references, and audit history remain deterministic.

HumanLeaders review findings, resolve gaps, and retain authority over every consequential decision.

ModelExplains patterns and helps users interrogate evidence behind an operating recommendation.

DeterministicRisk budgets, blast radius, residual risk, model fit, and change states are computed through explicit rules.

HumanNamed owners approve, reject, or modify every production change.

ModelRetrieves and explains evidence around deterministic market rankings.

DeterministicThe 0–100 deterioration score and component contributions are calculated without a model.

HumanAnalysts judge the relevance of signals; the system makes no borrower-level or lending decision.

ModelSupports contextual questions, research synthesis, and explanation of review states.

DeterministicMarket screening, policy gates, sizing constraints, and simulated accounting remain explicit and reproducible.

HumanThe user reviews the evidence and performs any trade manually outside the system.

ModelProvides read-only analysis and explains current paper-trading state.

DeterministicAccounting, reconciliation, risk limits, order-state rules, and authorization gates remain deterministic.

HumanLive execution remains disabled until explicit verification and authorization criteria are satisfied.

ModelSupports explanation and interrogation of projections and scenarios where appropriate.

DeterministicOptimization constraints, portfolio exposure, and demonstration data are reproducible.

HumanUsers choose assumptions, constraints, and acceptable exposure; no outcome is guaranteed.