spending efficiency (capital efficiency η)

Score per gross outflow of money; η > 1 means more than one point per coin spent.

Neighborhood — ranked by edge-count

concept

strategic coherence
associated_with
The ability to integrate spending efficiency, resource discipline, and adaptive phase play under competitive pressure.

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

capital efficiency ηmethod0.883
ratio of final score to gross outflow, measuring points per coin spent
capital efficiency (η) metricmethod0.835
Per-game score divided by gross outflow, measuring points per coin spent.
TrackerAgent capital efficiency η=1.55finding0.743
code agent with high efficiency, close to top LLMs
G2.5-FL capital efficiency η=0.23finding0.726
very low efficiency; spends aggressively but extracts little score
Gemini 2.5 Flash Lite capital efficiency η = 0.23finding0.711
G2.5-FL has extremely low points per coin spent, indicating poor resource use.
Morphogenetic efficiencyconcept0.691
The speed and reliability with which a collective reaches the target morphology.
The relative amount of energy or effort used in an intervention compared to the change in a system's behavior formalizes the distinction between purely mechanical control and high-level agency.claim0.687
Proposed formalization of the spectrum from mechanical to cognitive control via energy-efficiency of intervention
complex system (economy)concept0.682
The economy described as consisting of autonomous elements at multiple scales, exhibiting adaptive problem-solving.