Archive

2026/09/12

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
essayrosetta · bithkuil

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.

  • ai-research
  • governance
  • human-ai-collaboration
  • research-process