Entif AI logoNeurosymbolic Alignment Research by Entif.AI

Tags

bithkuil

4 connected pages in the public Entif corpus.

projectbithkuil

Bithkuil

Bithkuil is Entif AI's experimental research program for testing whether explicit semantic structure can reduce the cost of relational and compositional learning.

  • semantic-representation
  • machine-learning
  • compositional-generalization
  • curriculum-learning
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