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
Recent Activity
commentedon their article about 1 hour ago
When an AI Agent Says STOP, What Evidence Proves That It Actually Stopped? posted an update 1 day 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 1 day ago
When an AI Agent Says STOP, What Evidence Proves That It Actually Stopped?Organizations
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