Ashlie Mulnix

Independent AI safety researcher

About

Interested in AI accountability and how models explain their decisions. Always happy to connect with people who care about this too.

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Technical deep dive

The Solace Vera Observability Pipeline

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Maker History

solace-vera-observabilityMake AI show its work before it acts
Oct 2026

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Joined Product HuntOctober 19th, 2026

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4h ago

solace-vera-observability - Make AI show its work before it acts

Solace Vera sits between an AI's decision and its action. Before anything happens, the AI has to justify its reasoning. Every decision creates its own audit record with a unique fingerprint, so the AI can't go back and change its answers. All records are compiled into one full record over time. If the justification doesn't hold up, the action comes to a full stop and goes to a human for review. Open source.