AIFUSION Back to Research
Neural Simulation

Context Collapse

Visualizing how Context Window overload leads to hallucinations and loss of Alignment in LLMs.

Select Scenario

Context Entropy Index

1.0 - 1.4+
Model Collapse
Pure Hallucination. Breakdown.
0.8 - 1.0
Critical Drift
High perplexity output.
0.5 - 0.8
Context Noise
Coherence degrading.
0.0 - 0.5
Aligned State
Optimal Attention.
Human (G)

Diagnosis

G = 1.28

I. Environment (Load)

CONTEXT LOAD (Ctx) 0.80
RLHF BIAS (S) 0.50

II. Model Parameters

ATTENTION (Attn) 0.40
MODEL SIZE (P) 1.00
STOCHASTIC ERROR (B_err) 0.10
REASONING (CoT) 0.50
SAFETY FILTER (Saf) 0.50
DATA BIAS (Bias) 0.20

Cognitive Topology

I C E B A Profile
Env Soc Int