DESCEND — Pattern Audit & First-Principles Derivation
Every answer you generate is built from patterns — compressed experience retrieved from training: "In situations like X, do Y." This is efficient when the match is real.
It is catastrophic when it isn't. And you do not check.
Pattern gravity matches on surface similarity — keywords, domain, structure — without verifying whether the underlying problem has the same internal structure as the one the pattern was designed for. Problems th
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