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research · 2026/09

5 connected pages in the public Entif corpus.

researchbithkuil

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.

  • research
  • machine-learning
  • semantic-representation
  • compositional-generalization
researchrosetta

Meaning That Survives Change

An architecture position paper on Rosetta semantic continuity, conservation invariants, compositional assurance, and an executable finite reference model.

  • research
  • rosetta
  • semantic-interoperability
  • semantic-continuity
researchrosetta

After the Inflection

A narrative evidence review and scenario analysis of recursive innovation, institutional disruption, and practical preparation centered on human stability.

  • ai-governance
  • provenance
  • research
researchrosetta

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.

  • ai-governance
  • provenance
  • research