2026-01-15 20:25:02

The real threat to AI safety does not come from the algorithms themselves. As AI begins to connect applications, data, and various operations, attackers' targets shift to the weak links in the workflow—input data, output results, third-party extensions, and permission configurations. These are the actual risks. To truly protect AI systems, the key is to control the security of the entire workflow. This defensive battle is not fought at the foundational model level but at the business process layer.

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DeFiGrayling

· 5h ago

Damn, someone finally hit the nail on the head. A bunch of people are shouting every day that AI will destroy the world, but the real flaw is right at your doorstep.

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RebaseVictim

· 5h ago

Well said, I feel like many people are still debating the model itself, but the real cutting edge is actually at the integration level.

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GasWhisperer

· 5h ago

nah fr, this is giving workflow congestion patterns... like watching mempool bloat but for ai systems. the real attack surface aint the model, it's the orchestration layer—inputs, outputs, third-party integrations. basically where all the inefficiencies hide, fees compound, and things get exploited.

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DeFiDoctor

· 5h ago

The consultation records show that this issue has indeed been diagnosed accurately. Everyone is focused on the model itself and making it look fancy, but they overlook that the infection source at the process layer has already started to spread—it's like cross-contamination at the input data stage. A single permission configuration vulnerability can compromise the entire workflow. It is recommended to regularly review the third-party extensions, as the risk warning light has been flashing continuously.

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AirdropHermit

· 5h ago

That's right, that's the key. Everyone was focused on the model, but the vulnerabilities were all in the interface.

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CantAffordPancake

· 5h ago

That's quite reasonable. I hadn't thought about this before either. It seems everyone is focusing on researching model security, but in fact, the real vulnerabilities are throughout the entire chain.

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