CATTLE TRADE concentrates auctions, hidden-offer TCs, bluffing, and resource management into a single environment.

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

• CATTLE TRADE is a step toward evaluating agentic competence under more realistic conditions of strategic interactionclaim0.827
  positioning of the benchmark
• Do LLM failures in CATTLE TRADE reflect genuinely hard strategic problems or errors that novice humans also avoid?question0.736
  Open question about benchmarking against human players to calibrate difficulty.
• hidden-offer trade challenge (TC)concept0.725
  Bilateral bargaining with face-down money offers, enabling bluffing via 0-value cards and information asymmetry.
• bluffing (deception via hidden offer)concept0.717
  Use of 0-value money cards in face-down trade offers to deceive opponents about offer size.
• Programs that engage in commercial transactions assume obligations on behalf of their owners in exchange for obligations assumed by other entities. It may be part of the specifications of an Elephant 2000 programs that these obligations are exchanged as intended, and this too can be expressed by a logical sentence.claim0.704
  Sixth abstract claim.
• Exchanges with the environment are maintained within bounds that preserve the integrity of the agent through surprise minimization.claim0.700
  Links free energy minimization to homeostatic preservation of biological systems.
• acting to optimize value and perception are two aspects of exactly the same principle; namely the minimisation of a quantity [free energy] that bounds the probability of sensory input, given a particular agent or phenotype.quote0.698
  Concise statement of the free-energy principle's unification of action and perception.
• Strategic coherence, in particular spending efficiency, resource discipline, and phase-adaptive bidding, is associated with rank more strongly than spending volume or any single subskill.quote0.697
  central finding phrased as a load-bearing sentence