---
title: "Comment by Ahmet Özel on \"Reflections On Trusting Trust — Of Our AI Models\" | Hashnode"
description: "Open weights improve inspectability, but they do not provide a reproducible supply chain by themselves. For production use I would want immutable weight and tok"
url: "https://hashnode.com/posts/trusting-trust-ai/6a50f6f7a25f4bc6553c51a4/comment/6a52fd64d4edccbbe2c63cbb"
---

[Discussion](https://hashnode.com/posts/trusting-trust-ai/6a50f6f7a25f4bc6553c51a4)

Comment [Reflections On Trusting Trust — Of Our AI Models](https://hashnode.com/posts/trusting-trust-ai/6a50f6f7a25f4bc6553c51a4)

[Ahmet Özel](https://hashnode.com/@ahmetozel)

[Jul 12](https://hashnode.com/posts/trusting-trust-ai/6a50f6f7a25f4bc6553c51a4/comment/6a52fd64d4edccbbe2c63cbb)

Open weights improve inspectability, but they do not provide a reproducible supply chain by themselves. For production use I would want immutable weight and tokenizer digests, a signed model card, training/fine-tuning lineage, exact inference configuration, and an eval suite tied to the deployed artifact. Runtime controls still matter too: tool allowlists, retrieval-source policy, output validation, and traceable policy versions. Trust becomes measurable when the deployed binary, configuration, and evaluation evidence can all be reproduced.