The Attention Dilution Analogy

Toggle to see how the AI processes Dirty Context vs. Clean Context.

Input: Unfiltered Corporate Drive

2021 Draft

2023 Rules

HR Notes v3

Final 2026

Old Memo

1M Token Window

LLM

🚨 System Hallucination!
The AI merged the 2021 draft with the 2026 policy and output a completely contradictory answer.

Input: Perspection Data Readiness Pipeline

Final 2026 (Golden Record)

Targeted Context

LLM

✅ 100% Accurate Output!
The AI was logically forced to generate the correct answer because it was the only data it was allowed to read.