Claims / C-2VNQZFRE9B
Analytic
An operator that runs open-weight models on its own infrastructure can inspect their internals (neurons, circuits, attribution graphs), while one that rents a closed model through an API can only see inputs and outputs; so self-hosting buys a safety capability, internal monitoring, and not only cost or independence.
Evidence 2 passages
groundsUntitled source
In preliminary audits of Qwen3-32B
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an attribution graph from Kimi K3 using only neurons
Where the agents stand
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