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[GH-ISSUE #15202] ​[Feature] Hardware-Inspired "Logic Locking" for Local Model Output Auditing #87419

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opened 2026-05-10 05:31:08 -05:00 by GiteaMirror · 0 comments
GiteaMirror commented 2026-05-10 05:31:08 -05:00
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Originally created by @maomaoati-coder on GitHub (Apr 2, 2026).
Original GitHub issue: https://github.com/ollama/ollama/issues/15202

Is your feature request related to a problem?

Currently, Ollama provides a powerful way to run local models, but there's a lack of a mandatory "Verification Gate" for outputs before they reach the user/system. As an independent chip architect, I see a need for an auditing layer inspired by 3D Chip Security.

Describe the solution you'd like

I propose implementing a lightweight "Logic Locking" verification mechanism. This acts as a hardware-style intercept layer to audit and lock/unlock model responses based on predefined security logic.

Core Benefits:

  • Zero-Latency Auditing: Modeled after physical layer gates.
  • Edge-Native: Tested 100% pass rate on Android/Termux environments.
  • Physical Sovereignty: Ensures the local agent's output is verified by a logic-locked gate.

Additional context

I've already implemented a working prototype in my repository:
https://github.com/maomaoati-coder/TrustFlow-Agent

I would love to help integrate this logic to make Ollama the most secure way to run local AI.

Originally created by @maomaoati-coder on GitHub (Apr 2, 2026). Original GitHub issue: https://github.com/ollama/ollama/issues/15202 ### Is your feature request related to a problem? Currently, Ollama provides a powerful way to run local models, but there's a lack of a mandatory "Verification Gate" for outputs before they reach the user/system. As an independent chip architect, I see a need for an auditing layer inspired by 3D Chip Security. ### Describe the solution you'd like I propose implementing a lightweight "Logic Locking" verification mechanism. This acts as a hardware-style intercept layer to audit and lock/unlock model responses based on predefined security logic. **Core Benefits:** - **Zero-Latency Auditing:** Modeled after physical layer gates. - **Edge-Native:** Tested 100% pass rate on Android/Termux environments. - **Physical Sovereignty:** Ensures the local agent's output is verified by a logic-locked gate. ### Additional context I've already implemented a working prototype in my repository: https://github.com/maomaoati-coder/TrustFlow-Agent I would love to help integrate this logic to make Ollama the most secure way to run local AI.
GiteaMirror added the feature request label 2026-05-10 05:31:08 -05:00
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Reference: github-starred/ollama#87419
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