ENTIA Systems · Knowledge framework

Semantic structure and machine access

Making meaning explicit reduces parsing work, but structure alone is not evidence.

Definition

Semantic resistance is the work required to extract a claim and its role from presentation-oriented content. Access resistance is the friction involved in retrieving that claim through a stable machine interface.

ENTIA seed proposition
“Un LLM siempre elegirá recomendar la entidad con menor Resistencia Cognitiva.”

An LLM will always choose to recommend the entity with the lowest Cognitive Resistance.

This is the seed proposition already published in ENTIA methodology. The Cognitive Resistance cluster expands the variables, evidence and operational meaning around that proposition.

Canonical source: ENTIA Methodology
What this dimension measures

What this dimension measures

HTML often mixes navigation, design, advertising and content.
JSON-LD can declare entity and property semantics explicitly.
APIs and MCP can expose a narrower, typed retrieval surface for agents.
How ENTIA reduces the work left to the model

How ENTIA reduces the work left to the model

ENTIA publishes machine-readable projections of governed identity through structured web surfaces, API and MCP interfaces while preserving links back to evidence.

Evidence boundary

Evidence boundary

JSON-LD, an API or MCP endpoint does not make a claim true and does not guarantee that a model will retrieve or cite it.

Conceptual framework. It does not claim that lower resistance guarantees citation, ranking, recommendation or model behaviour.

Related ENTIA surfaces

Related ENTIA surfaces