# Safety invariants

**Source:** https://modelbreeder.com/safety/safety-invariants  
**Authors or institution:** ModelBreeder.com  
**Publication date:** 2026-06-26  
**Publication status:** Published website guide  
**Evidence level:** Architectural inference  
**Date last reviewed in UTC:** 2026-06-26T00:00:00Z

## Direct findings or source content

The ModelBreeder design treats evaluator independence, immutable lineage, bounded resources, and human stop/rollback as non-negotiable controls.

## Cognivirus interpretation

For Cognivirus.com, this source is used to examine risk at the level of adaptive systems, component compositions, evaluator boundaries, and behavioral persistence. The site interpretation is narrower than the source when the source is experimental, and more explicitly qualified when the source is architectural or programmatic.

## Limits

Lists invariants; does not empirically validate them against adaptive adversarial pressure. That hard constraints remain reliable if governance infrastructure is compromised or captured.

## Source handling

This local file is an original summary and metadata record. It is not a copy of the source paper, report, or website. Copyrighted source material is not reproduced in full.