Entif Research

Research that reality is allowed to reject.

Falsifiable work on semantic representation, persistent cognition, orchestration, interoperable evidence, human agency and distributed intelligence.

researchrosetta

Agentic Memory Needs More Than Retrieval

Persistent agent memory is state-transition machinery: evidence, projections, activation, context, procedures, authority, lifecycle, revalidation, and recovery must remain distinct and governed.

  • research
  • agentic-systems
  • memory
  • provenance
researchrosetta · bilqis

Ontological Mixture of Concepts

OMoC treats reasoning as a semantically routed computation graph: task-local concept signatures select heterogeneous cognitive operators instead of static agent roles.

  • research
  • semantic-representation
  • agentic-systems
  • orchestration
researchrosetta · bilqis

Cognitive Tapestries via Semantic Latticing

Semantic latticing treats context as a compiled, provenance-bearing semantic working set rather than a flat pile of retrieved prose, with progressive disclosure and explicit context policy.

  • research
  • semantic-representation
  • context
  • agentic-systems
researchbilqis

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.

  • 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