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.
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rosetta · 2026
7 connected pages in the public Entif corpus.
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.
Agentic memory needs more than retrieval
A durable agent memory should preserve source identity, evidence, lifecycle, rights, and uncertainty instead of reducing memory to similarity search.
Ontological Mixture of Concepts
OMOC explores routing reasoning work by problem-local concept signatures, ambiguity, evidence, and stakes instead of static agent identities.
Cognitive tapestries via semantic latticing
Semantic latticing treats context as a structured composition of concepts and relations rather than a flat accumulation of prose fragments.