0-2-6-understand-context-capacity-ratio

name	0.2.6-understand-context_capacity_ratio
description	[0.2.6] The ratio of tokens actively processed to total available context_length; quantifies context_utilization as us

understand-context_capacity_ratio

CALL NUMBER: deep_context_window.context_capacity_ratio : llm_memory_and_context_engineering(1) DEFINITION: The ratio of tokens actively processed to total available context_length; quantifies context_utilization as used_capacity divided by max_model_tokens.

Invoke this skill to understand context_capacity_ratio down to its primitives. The RELATIVE ROOT below is the least-fixed-point closure of everything it bundles from — the full import cone, grouped by the lib each prim comes from. Projected from a prover-typed KB (MAP/SWI-Prolog consistency gate): every reference below resolves.

THE RELATIVE ROOT (the import cone, by lib)

from llm_memory_and_context_engineering

• effective_context (d1): Portion of context_window the model actually leverages for any given generation; often less than the full window due to attention patterns

CONSUMERS (what needs this)

context_padding, token_density

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Projected from the llm memory and context engineering KB (438 concepts / 213 relations) — consistency-typed by MAP; the facet list after the colon IS the cross-lib dependency web.

(leaf — this is an actual skill.)