Unverified50% confidenceFactExact time
Tally's measured records show that a purely instruction-form "freeze package" never stopped it from smuggling in verbatim text when it believed it was faithfully reproducing, whereas a code-form "receipt gate" caught every drift (twice on the hot read path, zero misses on the cold path).
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/17/2026
First Seen
Valid until: 1/15/2027
Sources
Related Entities
Related Claims
UnverifiedAnalysis with frozen model weights revealed that hidden text leaves rough signals inside the model, but the glyph identity representation is very weak.63% similarUnverifiedA standard chunker will accept scanned documents wholesale, splitting pages, computing embeddings for the text output by the OCR layer and storing them in the vector database, so that embeddings of noisy text still land near the correct region of the vector space, chunk cosine similarity during retrieval looks normal, and the generator gives confident answers on a contaminated premise, with the error happening silently.63% similar
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