"Under this view, prompt and context design are cognitive-control operations: they toggle latent competencies rather than teaching the model from scratch."

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• Prompt and context design are cognitive-control operations: they toggle latent competencies rather than teaching the model from scratch.claim0.966
  Assertion about the nature of prompt engineering.
• Prompting functions as a control interface over learned programs in the model's latent space rather than a fundamental change to architecture, analogous to chain-of-thought eliciting distinct reasoning regimesclaim0.785
  Mechanistic framing of how self-referential prompting achieves its effects without architecture modification
• Some failures may reflect prompt design rather than model limitations, but the underlying issue is one of reasoning rather than instruction-following.claim0.766
  Acknowledges the confound of not explicitly instructing models to track wealth, yet points to reasoning gaps given code agents avoid errors without prompts.
• Contextual constraints (top-down and bottom-up) replace efficient causation in explaining action.claim0.749
  Foundational reframing that allows Juarrero to dissolve traditional puzzles like wayward causal chains.
• Models are not merely tracking dialogue context features; same-concept steering shows privileged internal access is necessary to explain self-report shiftsclaim0.746
  Addresses skeptical alternative that reports reflect only conversational content
• Control over form works by affordance and enablement, not directive command, in both price systems and structure-preserving transformations.claim0.735
• "When agents formulate a prior intention, the establishment of second-order contextual constraints dissipates the disequilibrium by reorganizing a more complex region of cognitive and affective space."concept0.734
  Load-bearing characterization of how prior intention forms as phase transition in cognitive dynamics; core mechanism of action.
• Cognitive capacities exist on a spectrum and tools from behavioral sciences can be productively applied to understand and control systems far beyond familiar animals with central nervous systems.claim0.729
  Core tenet of diverse intelligence; justifies the methodological borrowing across fields.