phionyx/airep-embedded-evaluation-profile
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Ali Toygar Abak PRO
phionyx
AI & ML interests
AI governance, AI safety, multi-agent systems, reproducible LLM evaluation, agent protocols, open-source AI, local inference, and trustworthy AI
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posted an update about 3 hours ago
An AI agent acknowledges a STOP command. But what actually stopped?
A successful ACK is not proof of execution, enforcement, or observed effect.
I’ve published a reproducible AIREP study examining this evidence gap.
Key findings:
- In a frozen synthetic holdout, a naive ACK-based rule made unsupported stronger claims in 16/18 applicable claim queries.
- A bounded evidence evaluator made 0/18 on the same subset.
- Six controlled LangGraph scenarios demonstrate how control delivery, execution, and observed effects can be recorded separately.
These are controlled, author-side results—not proof of production safety or independent interoperability.
📄 Technical article:
https://huggingface.co/blog/phionyx/when-an-ai-agent-says-stop-what-evidence-proves-th
🔬 Reproducible study, code & evidence:
https://doi.org/10.5281/zenodo.23960852
A question for agent framework developers: How does your runtime distinguish "STOP acknowledged" from "execution actually stopped"? commentedon their article about 12 hours ago
When an AI Agent Says STOP, What Evidence Proves That It Actually Stopped? published an article about 20 hours ago
When an AI Agent Says STOP, What Evidence Proves That It Actually Stopped?Organizations
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