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The same 30-second measurement flipped our verdict twice. Applied to Atlas: cosine 0.998, no signal, don't train. Applied to sentence-transformers: cosine 0.42, signal present, train. Both verdicts were available before we spent a dollar. The practice: before training anything, verify the input carries the signal the loss wants to read.
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