Defence in depth replaces the single safeguard
No single filter or alignment technique is consistently robust, so safety increasingly combines model training, access controls, monitoring and response.
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
No single filter or alignment technique is consistently robust, so safety increasingly combines model training, access controls, monitoring and response.
FUURAA interpretation
Why this could matter
FUURAA should assume every layer can fail and design the next layer to limit harm.
How to read this signal
A direction still taking shape
Multiple developments point in this direction, but timing, adoption and outcomes remain open.



