RAG vs LLM Wiki Knowledge Architecture Simulator

Ephemeral RAG Tokens

14,200

Context window bloat

LLM Wiki Tokens

3,100

Synthesized context

RAG Contradictions

Unresolved

Raw chunks conflict

Wiki Pages / State

1 Page

Contradiction Resolved

Ephemeral Vector RAG Raw Fragments

Latency: ~280ms

Current Session: Session 2 Step 2 of 2

User Prompt Query:

"We switched from Vite to Next.js App Router last night."

Retrieved Unindexed Vector Fragments (Context Window Insertion):

Continuous LLM Wiki Compiler Distilled State

Knowledge Entity Graph (D3 Synthesis):

Compiled Structured Wiki Pages:

Architectural Benchmark & Verification Proof

RAG Contradiction Detected

false

RAG blindly feeds conflicting raw chunks to LLM prompt.

RAG Context Token Overhead

14200

Grows linearly with user history log volume.

Wiki Contradiction Resolved

true

Continuous compiler updates deprecated facts into version 2.

Wiki Token Overhead

3100

Compressed static wiki reference index context.

Wiki Page Count

Active structured knowledge page index size.