Engineering.
Engineering decisions behind Viotus software and infrastructure. Explore its purpose, evidence and place in the wider Viotus development record.
Four Safeguards for Account Name Changes
A practical policy matrix that balances legitimate account renaming with impersonation, confusion and rapid-change abuse risks.
The Unit-and-Scale Check for Financial Calculations
A calculation may be arithmetically correct yet financially wrong. Use this unit-and-scale ledger to catch percentage, period, currency and magnitude mismatches.
How to Audit AI Without Logging Sensitive Data
A practical field-by-field method for preserving useful AI operational evidence without turning observability into a hidden store of user content.
Archive
How to Design Human Review Controls for AI
A practical control ladder helps teams give people the right way to inspect, reject or replace an AI-assisted result.
Design Financial Inputs Around the Question
A question-first input contract makes required variables and assumptions understandable before a financial calculation begins.
Data Minimization for Useful AI Features
A practical checklist for giving an AI feature the context it needs without exposing every available record or collecting unnecessary personal information.
Least-Privilege Permissions for AI Tools
A practical framework for giving a tool-using AI capability only the information and actions required for its intended product role.
How to Audit a Financial Calculator Result
A practical reverse audit for tracing one financial result through its units, dates, sources, assumptions, derived values and execution history.
Why Linked Financial Calculations Should Update Atomically
A linked calculation is only coherent when upstream changes reach every dependent result together—or leave the prior workspace intact.
AI in financial software: what should remain deterministic?
A practical Viotus framework for separating financial data, deterministic engines, AI assistance and the decisions that remain human.
Artificial intelligence enters Viotus infrastructure.
How Viotus is building AI infrastructure to connect development, production and upcoming products with quality, security and human direction.
When building digital products starts to flow.
How Viotus combines artificial intelligence, human design and creative direction to turn digital possibilities into real experiences.