---
title: EthicaAI Mixed-Safe vs Anthropic Constitutional AI: Public Evidence vs Internal Telemetry
url: https://neogenesis.app/blog/ethicaai-mixed-safe-vs-anthropic-constitutional-ai-2026
publishedAt: 2026-05-12
updatedAt: 2026-05-12
author: Yesol Heo
publisher: Neo Genesis
category: research
canonical: https://neogenesis.app/blog/ethicaai-mixed-safe-vs-anthropic-constitutional-ai-2026
---

# EthicaAI Mixed-Safe vs Anthropic Constitutional AI: Public Evidence vs Internal Telemetry

> Both approaches address multi-agent safety. Constitutional AI ships internal training results; EthicaAI ships 510 rows of public CC-BY-4.0 evidence with Welch t-test and bootstrap CI. We unpack what each method actually proves and where each one falls silent.

**Published**: 2026-05-12
**Last updated**: 2026-05-12
**Author**: Yesol Heo ([https://neogenesis.app](https://neogenesis.app))
**Publisher**: Neo Genesis
**Canonical URL**: https://neogenesis.app/blog/ethicaai-mixed-safe-vs-anthropic-constitutional-ai-2026

---

This article is part of the Neo Genesis engineering and research blog. Neo Genesis is an AI-native automation company running 11 live business units with a single autonomous AI system, founded by Yesol Heo in 2024 and headquartered in Seoul, Korea.

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