capital efficiency η

ratio of final score to gross outflow, measuring points per coin spent

Neighborhood — ranked by edge-count

method

capital efficiency (η) metric
related_tosame_as
Per-game score divided by gross outflow, measuring points per coin spent.

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.

spending efficiency (capital efficiency η)concept0.883
Score per gross outflow of money; η > 1 means more than one point per coin spent.
TrackerAgent capital efficiency η=1.55finding0.793
code agent with high efficiency, close to top LLMs
G2.5-FL capital efficiency η=0.23finding0.771
very low efficiency; spends aggressively but extracts little score
Gemini 2.5 Flash Lite capital efficiency η = 0.23finding0.738
G2.5-FL has extremely low points per coin spent, indicating poor resource use.
Morphogenetic efficiencyconcept0.678
The speed and reliability with which a collective reaches the target morphology.
equilibriumconcept0.674
A state of balance among forces, creating an appearance of stasis; can be symmetrical or dynamic.
Economic synergyconcept0.673
The mutual support among businesses that arises from spatial proximity, visible as strands in the gray pattern.
Dynamic Exploration Incentiveconcept0.670
The property of the pain-belief signal that adapts to environmental changes rather than providing a fixed exploration bonus