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Library / First Principles Framework (FPF) - Core Conceptual Specification
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C.3.A:B.8 Anti-patterns and remedies
Anti-patternRemedy
one golden case stands for a kindstate the declaration-level claim and plan explicit subkind/boundary coverage
a matrix row is treated as classificationname exact candidates and judgments in candidate-bearing cells
“latest data”pin freshness and time policy
trusted tool substitutes for content supportkeep TA separate and recover the governed candidate facts/support
bridge presence substitutes for target evaluationuse the independent target declaration and fresh target judgment