Prepaying Semantics is Cheaper
A falsifiable research program testing whether an explicit Bilqis-derived semantic substrate can reduce the data, parameter, and compute cost of relational and compositional learning.
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2026/09/12
Shift LEFT: Move Uncertainty Upstream
How Entif uses governed human-AI review to absorb new evidence early, revise research quickly, and improve experiments before execution.