# How are you handling independently verifiable model releases with MFENX Gate receipts?

What stands out to me about MFENX is the focus on local, independent verification: receipts and evaluation contracts that anyone can check on their own machine, with no account and no need to trust a hosted dashboard. Before this, we struggled to prove the exact model bytes matched what passed evaluation, and results were scattered across notebooks, Slack, and CI logs. Using Gate for model admission has made releases easier to verify later and keeps models and evaluation data in our environment. How are others structuring evaluation contracts and verification workflows, especially when debugging production issues?

##### Post Metadata
- Posted at: about 17 hours ago
- Author title: Computer Scientist
- Net upvotes: 1



## Related Product
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