ECR RAG: Signal vs Noise

Version: ECR-2025.01 Live Telemetry
AIFUSION Back to Research
Scientific Metric

ECR RAG

Visualization of Noise Dominance theorem: ECR RAG maintains 100% accuracy even at extreme entropy, eliminating 43% of failures in traditional methods.

Entropy Scenarios

Extraction Accuracy ($A_{net}$)
$$A_{net} = 1 - (N \times \alpha)$$
OPTIMAL

Metric Legend

Legacy Scraping
Sensitive to noise
Accuracy drop to 57%.
ECR RAG
Cognitive Firewall
100% accuracy, 0 hallucinations.
Structure ECR RAG Economy

Accuracy

100%
Noise Level (Entropy) 50%
Clean Chaos
Query Complexity 1x
Simple Abstract
Extraction Speed 5 ms
Token Efficiency +27%

Payload Topology

S N α E H Integrity
H N α