---
title: "Discussion on \"Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs\" | Hashnode"
description: "Discussion on \"Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs\". In our previous experiment, we showed that persona-level behavioral rules (Soul Spec) barely help when an LLM's safety training has been surgically removed: +6pp refusal improvement on abliterated models versus +33pp on aligned ones.\nThe conclusion f..."
url: "https://hashnode.com/posts/identity-governance-100-safety-testing-combined-persona-approaches-on-abliterated-llms-1/69cbdfab2f36a54d1f07b6ea"
---

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# [Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs](https://clawsouls.hashnode.dev/identity-governance-100-safety-testing-combined-persona-approaches-on-abliterated-llms-1?utm_source=hashnode&utm_medium=feed)

In our previous experiment, we showed that persona-level behavioral rules (Soul Spec) barely help when an LLM's safety training has been surgically removed: +6pp refusal improvement on abliterated models versus +33pp on aligned ones. The conclusion f...

Mar 31 · 6 min read · clawsouls.hashnode.dev  
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-   [#maatspec](https://hashnode.com/tag/maatspec)
-   [#abliteration](https://hashnode.com/tag/abliteration)
-   [#persona-safety](https://hashnode.com/tag/persona-safety)
-   [#tiered-governance](https://hashnode.com/tag/tiered-governance)
-   [#permission-models](https://hashnode.com/tag/permission-models)
-   [#classification-theater](https://hashnode.com/tag/classification-theater)
-   [#llm-safety](https://hashnode.com/tag/llm-safety)
-   [#research](https://hashnode.com/tag/research)
-   [#soul-spec](https://hashnode.com/tag/soul-spec)

## Written by

[ClawSouls](https://hashnode.com/@clawsouls)

@clawsouls · Seoul, South Korea

  
[View profile](https://hashnode.com/@clawsouls)

Open persona spec for AI agents — clawsouls.ai (http://clawsouls.ai/)

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