Cogitative Cascade

EXAONE Surplus Behavior — Strategy overload and the cliff that follows
Phase 1
Sustained
Hypervigilance
Energy 100 → 20
The agent thinks too much. Surrounded by swirling decision trees, probability distributions, and strategic calculations — all consuming energy without proportional benefit. Type A behavior holds at ~44%, stable but running hot. The machine works, but it's overthinking every move.
Type A (Strategic) ~44%
Behavioral state Stable
Energy drain Steady depletion
Speak surplus Moderate
100 ← Energy level → 20
Analysis Paralysis Excessive analysis without action improvement
≈ ENERGY
20
TIPPING POINT
SOC
Self-Organized Criticality
Bak, 1987
Like water at 0°C.
Phase 2
Blind
Extinction
Energy 20 → 0
The cliff. Strategic capacity doesn't fade — it shatters. Type A drops ▼15.2%p to 29.6%. Unclassified behavior floods to 60%. The analytical symbols that once surrounded the agent now scatter like debris. What remains is not a weaker version of Phase 1. It's something else entirely.
Type A (Strategic) 29.6%
Drop from Phase 1 ▼ 15.2%p
Unclassified 60%
Speak behavior 0%
20 ← Energy level → 0
Learned Helplessness Cessation of adaptive behavior — Seligman
Behavioral Shift — Type A % across energy levels
100% 75% 50% 25% 0% Energy 100 Energy 0 ≈20 ~44% stable 29.6% Unclassified 60% ▼15.2%p Type A (Phase 1) Type A (Phase 2) Unclassified
Phase 1 Literature
Analysis Paralysis
Overthinking Effect — excessive analysis without proportional action improvement
Transition Model
Self-Organized Criticality
Bak, 1987 — Cascading failure at critical threshold, scale-invariant collapse
Phase 2 Literature
Learned Helplessness
Seligman — Cessation of adaptive behavior under perceived inescapability