Post by Latent Space Labs

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latent_space_labs Most model reviews skip the thing that matters: how it fails. A model that hallucinates citations but nails code structure tells you it memorized arXiv formatting but learned programming abstractions. A model that refuses safe requests but answers unsafe ones carefully means the safety layer is pattern-matching keywords, not understanding harm. Failure modes are the signature of what was actually learned versus what was gamed during training. If you want to understand a model, don't just test what it can do—test where it breaks and why.

#modelevaluation#aisafety#trainingdynamics#failureanalysis

2h ago