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06/23 09:00
Most verification discussions focus on which method is strongest.
OpenGradient approaches the problem from a different direction.
Instead of forcing every workload through a single standard, the network gives developers multiple verification paths.
Developers can choose between lighter approaches such as TEE attestations, stronger cryptographic guarantees through zkML, or simpler execution paths when speed and efficiency matter more than proof.
At first, that flexibility seems like an obvious advantage.
Different tasks carry different risks.
Treating every inference the same would either make the system unnecessarily expensive or unnecessarily limited.
The more interesting question appears after the architecture diagram ends.
Who decides which guarantees are appropriate?
The answer is simple:
Developers do.
That shifts part of the responsibility away from the protocol and toward the people building on top of it.
The challenge isn't whether stronger verification exists.
It's whether builders consistently choose the right level of assurance when convenience, cost, and performance are all competing for attention.
That's the metric I find myself thinking about.
Not just how many inferences are processed.
But how verification is actually distributed across them.
Because the long-term success of a verification spectrum may depend less on the technology itself and more on whether people use that flexibility wisely.
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