Prepaying Semantics
A falsifiable research program testing whether an explicit Bithkuil-derived semantic substrate can reduce the data, parameter, and compute cost of relational and compositional learning.
Archive
2026/09
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.
We Had the Seeds of a Babel Fish for an AGI "Alien Mind" 48 Years Ago
Exploring semantic preconditioning, relational calibration, and a falsifiable program for human-referential machine cognition.
Meaning That Survives Change
An architecture position paper on Rosetta semantic continuity, conservation invariants, compositional assurance, and an executable finite reference model.
After the Inflection
A narrative evidence review and scenario analysis of recursive innovation, institutional disruption, and practical preparation centered on human stability.
The Cost of Learning Too Late
An evidence review and research proposal on moral uncertainty, machine communication, recursive AI development, and the case for auditable intelligence.