Verist

Verist provides a robust workflow kernel for critical production systems, ensuring transparency and control over evolving outputs. Key capabilities include: * Deterministic replay of past decisions * Field-level diffs for recomputed results * Preservation of human overrides * Comprehensive audit trail * Declarative command pattern * Schema validation for inputs/outputs This tool allows development teams to precisely track changes through updates. Capture baselines, recompute with new models, and get structured diffs that highlight exactly what has changed, preventing unintended regressions before they reach users. Its three-layer state model means human corrections are never overwritten, maintaining integrity. Built for developers and engineering teams managing complex decision systems, Verist brings confidence to continuous improvement. It functions like a version control system for decisions, enabling a "test-run, recompute, diff, approve, ship" cycle. Achieve exact reproduction of past outputs at any time, supporting robust review and compliance requirements.