Behavioral Response to Feedback & Situation

Primes that examine how agents respond to their situation and its feedback, from reward prediction error shaping learning and situation awareness structuring perception, to bystander effect, learned helplessness, and self-handicapping as maladaptive responses to control and evaluation.

6 primes in this family — primes that sit near one another in abstraction space (k-means over structural-signature embeddings). Each is shown with its short description.

• Bystander Effect — A coordination failure in which each potential responder's chance of acting falls as the group grows, so more available helpers can paradoxically mean less help.
• Learned Helplessness — Perceived lack of control.
• Reward Prediction Error — The signed difference between received and expected reward or value becomes a teaching signal for updating value estimates, policies, and reward-linked behavior.
• Self-Handicapping — Pre-emptively creating obstacles before an evaluation so any failure can be blamed on the obstacle rather than on one's ability, protecting a fragile self-assessment from disconfirming evidence.
• Situation Awareness — Acting on a system that keeps moving requires three distinct cognitive products — perceiving current elements, comprehending their meaning, and projecting their near-future trajectory.
• Validation — Confirming that an artifact actually solves the intended problem in its real operational context, as distinct from confirming it was merely built to specification.