Information exploitation matters more than greedy quartet-chasing, which in turn outperforms conservative budgeting.

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

• The code-agent ordering (TrackerAgent > SetRaceAgent > EconomyAgent) shows information exploitation matters more than greedy quartet-chasing, which in turn outperforms conservative budgetingclaim0.820
  interpretation of what drives success among deterministic strategies
• 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.quote0.753
  central finding phrased as a load-bearing sentence
• Acting to optimize value and perception are two aspects of exactly the same principle: minimization of free energy.claim0.741
  Foundational claim unifying action and perception within single optimization framework.
• Active inference treats exploration and exploitation as two different ways of tackling the same problem: minimizing uncertainty.claim0.740
  §2, comment on expected free energy decomposition.
• The natural curiosity emerging in active inference contrasts with handcrafted exploration in reinforcement learning such as epsilon-greedy or ad hoc novelty bonuses.claim0.736
  §2, comparing exploration mechanisms.
• Fine-tuning reduces dr; retrieval increases effective ρd; few-shot k trades budget against bothhypothesis0.736
  UCCT's unified view of adaptation methods
• Curiosity, insight, decision-making, and diverse phenomena can all be accommodated by a single imperative: minimization of expected free energy (resolution of uncertainty).claim0.733
  Central thesis of the paper unifying cognitive phenomena under one objective function
• The collective often displays new behaviors or preferences that are not simply the sum of individual cell behaviors.claim0.731
  Key property of collective intelligence: emergent behaviors at the group level.