Protection mechanisms for critical technology assets
Multi-dimensional measures are needed for the protection of core assets such as source code:
- Model Isolation Deployment: Deployed using an air-gap network, the code analysis module is physically segregated from other business modules, allowing only specific accounts to access it via a bastion machine
- least authority principle (LAP): Set read-only permissions on code repositories, so that AUM analyzes them with temporary tokens to fetch code snippets instead of the full repository
- dynamic desensitization:: Automatically replace key variable names in the output of analysis reports (e.g., show "Core Sorting Algorithm" as "MethodA").
- watermark tracing: Invisible digital watermarks embedded in all generated reports to trace the source of leakage
Complementary solutions: Pre-process the analyzed objects with code obfuscation tools (e.g., ProGuard) and deploy open source models instead of commercial APIs to further reduce supply chain risks. Tests by financial enterprises show that this solution improves code analysis efficiency by 3 times while realizing zero leakage.
This answer comes from the articleAUM: A private enterprise AI knowledge base client running locally offlineThe
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